Ranked by evidence · 2026
10 tools ranked, 21 specialist or adjacent
scored on up to nine criteria
updated
by Albert Richer
How we score →
G
Google Analytics 4 is the free default for web and app measurement, with data-driven attribution, native Google Ads links and free BigQuery export.
Google Analytics 4 is the free default for web and app measurement, with data-driven attribution, native Google Ads links and free BigQuery export. Pick it as a baseline for any team, especially on Google ads. Limits: no rule-based multi-touch models, no MMM, and 14-month retention without paid Analytics 360.
Price Google Analytics 4 standard: free; Analytics 360 quote-only via Google sales or partners (no published price). Also needed: BigQuery streaming export bills $0.05 per GB in Google Cloud; Analytics 360 for over 14 months of event data. Flat plan, not per seat: a five-person team pays $0 a month. Checked Nov 14, 2026
Google (Alphabet) scale is not counted; the W3Techs usage figure is about Google Analytics itself. (company context, not part of the score)
Free web and app analytics with ecommerce tracking and data-driven attribution, used on 46.7% of all websites (W3Techs, 2026).
Now ranked on one category-wide rubric, with industry-only tools listed separately.
Editor's takeGoogle Analytics 4 has the widest adoption in this category, running on 46.7% of all websites, and its standard version is free with ecommerce events, data-driven attribution and direct cost imports from Meta, Pinterest, Reddit, Snap and TikTok. Its main drawback is that Google removed rule-based attribution models in November 2023. Brands that want first-click or linear views, or over 14 months of data, need another tool or Analytics 360.
Fit
Yes, standard GA4 is free of charge, including ecommerce event tracking. Analytics 360, the enterprise tier with higher limits and SLAs, has no published price and is sold through Google sales or partners.
GA4 offers data-driven attribution, paid and organic last click, and Google paid channels last click. First click, linear, time decay and position-based models were removed in November 2023.
Google Analytics is scored on 9 criteria. Each one shows what we looked for and what we found, with 9 cited findings. How scoring works
Score adjustments−0.14 points in total
Free; Analytics 360 is quote-only through Google sales or partners
The first click, linear, time decay, and position-based attribution models are no longer available…support.google.com · vendor's page
Use Analytics with other Google solutionsmarketingplatform.google.com · vendor's page
Standard properties have a daily BigQuery Export limit of 1 million events.support.google.com · vendor's page
Google Analytics gives you the tools, free of chargemarketingplatform.google.com · vendor's page
Google Analytics gives you the tools, free of chargemarketingplatform.google.com · vendor's page
How to read a check: the vendor's own current page (its security or trust page, pricing, documentation, or its official app store listing) states it. We have not seen the vendors' audit reports or contracts.
N
Northbeam is an ecommerce measurement platform combining multi-touch attribution, deterministic view-through, incrementality and MMM+, with Apex feeding data back to ad platforms.
Northbeam is an ecommerce measurement platform combining multi-touch attribution, deterministic view-through, incrementality and MMM+, with Apex feeding data back to ad platforms. Pick it for DTC brands with large paid-social budgets. Limits: Starter costs $1,500 a month and is Shopify-only, MMM+ is Enterprise-only, and there are no CRM connectors for B2B.
Price Starter $1,500/mo month-to-month (Shopify, usage-based); Professional $3,500/mo, annual terms, by pageviews; Growth, Enterprise custom. Also needed: MMM+ optional on Enterprise only; incrementality optional on Professional and Enterprise; prices set by pageview volume and initial rates are estimates. Flat plan, not per seat: a five-person team pays $1,500 a month. Checked Nov 14, 2026
Ecommerce attribution and media mix modeling platform that says 1,000+ companies use it (as of Nov 2026).
Now ranked on one category-wide rubric, with industry-only tools listed separately.
Editor's takeNorthbeam's strongest documented fact is the breadth of its ecommerce measurement: multi-touch attribution, a view-through model built with Meta, TikTok, Snapchat and Pinterest, MMM+ and incrementality testing sit in one platform. Its main drawback is price, with Professional at $3,500 a month on annual terms and MMM+ only as an Enterprise add-on. Smaller Shopify brands can start month-to-month on Starter.
Plans
month-to-month, Shopify brands
annual term, any ecommerce platform
MMM+ add-on, CSM and Slack
Source: northbeam.io
By the numbers
Source: northbeam.io
Northbeam lists Starter at $1,500 (month-to-month, for Shopify brands) and Professional at $3,500 per month, with the price set by pageview volume. Growth and Enterprise are custom-priced, and Professional and Enterprise run on annual terms, billed annually or semi-annually.
Yes, but MMM+ is an optional add-on on the Enterprise plan only. It ingests Northbeam's multi-touch attribution data and lets teams adjust forecasts and budgets daily.
Northbeam is scored on 9 criteria. Each one shows what we looked for and what we found, with 9 cited findings. How scoring works
Meta, Google, Microsoft, TikTok, Snap, Pinterest, Amazon Ads; Starter is Shopify-only; no CRM connectors listed.northbeam.io · vendor's claim
Score adjustments−0.12 points in total
Starter $1,500/month (month-to-month, Shopify brands); Professional $3,500/month on annual terms, set by pageviews; Growth and Enterprise custom
Independent first-party MTA across ad channelsnorthbeam.io · vendor's page
optional MMM+ and incrementalitynorthbeam.io · vendor's page
Independent first-party MTA across ad channelsnorthbeam.io · vendor's page
Exclusive integrations with all your ad platformsnorthbeam.io · vendor's page
any ecommerce platformnorthbeam.io · vendor's page
Northbeam Apexnorthbeam.io · vendor's page
unlimited users, data exports, and integrationsnorthbeam.io · vendor's page
Contact us for a quotenorthbeam.io · vendor's page
How to read a check: the vendor's own current page (its security or trust page, pricing, documentation, or its official app store listing) states it. We have not seen the vendors' audit reports or contracts.
D
Dreamdata is a B2B revenue attribution platform that joins CRM, ad and website data into account journeys, offers data-driven and custom models, and sends conversions back to Google, LinkedIn, Meta and Microsoft.
Dreamdata is a B2B revenue attribution platform that joins CRM, ad and website data into account journeys, offers data-driven and custom models, and sends conversions back to Google, LinkedIn, Meta and Microsoft. It suits B2B teams with long sales cycles. Attribution and activation sit on custom-priced plans.
Price Free plan $0/mo, 5 seats, no attribution; Advanced (attribution) custom-priced; Activation, Data Warehouse, SCIM add-ons quoted. Also needed: Activation add-on (quote), Data Warehouse add-on (quote), SCIM add-on; attribution requires the Advanced plan. Checked Nov 14, 2026
Dreamdata announced a $55 million Series B led by PeakSpan Capital (blog dated 14 Oct, year not shown); funding is company news, not product evidence. (company context, not part of the score)
B2B revenue attribution platform with 10+ models that pushes conversion data back to ad networks.
Now ranked on one category-wide rubric, with industry-only tools listed separately.
Editor's takeDreamdata pushes conversion data back into Google, LinkedIn, Meta and Microsoft Ads so campaigns bid on revenue, not just clicks. It holds a 4.7/5 rating from 271 G2 reviews and a G2 Leader badge in B2B Attribution (as of Nov 2026). G2 reviewers note setup takes 2-3 weeks and depends on clean source data.
Free vs paid
Source: dreamdata.io
By the numbers
Source: dreamdata.io
Yes. The Free plan costs $0 a month and includes 5 seats, B2B web analytics and company identification. Attribution comes with the paid Advanced plan, which is custom-priced, as is its Activation add-on.
Users report setup takes about 2-3 weeks to connect all data sources correctly. Data quality matters, since reviewers describe it as garbage in, garbage out.
Dreamdata is scored on 9 criteria. Each one shows what we looked for and what we found, with 9 cited findings. How scoring works
Score adjustments−0.14 points in total
Free plan $0/mo, 5 seats, no attribution; Advanced (attribution) custom-priced; Activation, Data Warehouse, SCIM add-ons quoted
Measure marketing impact with AI and custom attribution modelsdreamdata.io · vendor's page
Cookieless offering a first-party company tracking fallback when users decline cookiesdreamdata.io · vendor's page
Google Adsdreamdata.io · vendor's page
Salesforcedreamdata.io · vendor's page
LinkedIn Conversions (CAPI)docs.dreamdata.io · vendor's page
Snowflake Schema V3docs.dreamdata.io · vendor's page
Custom pricingdreamdata.io · vendor's page
Custom pricingdreamdata.io · vendor's page
How to read a check: the vendor's own current page (its security or trust page, pricing, documentation, or its official app store listing) states it. We have not seen the vendors' audit reports or contracts.
P
Polar Analytics is an ecommerce BI and attribution platform for Shopify-centered brands, with multi-touch attribution, a first-party pixel, a dedicated Snowflake database and unlimited users.
Polar Analytics is an ecommerce BI and attribution platform for Shopify-centered brands, with multi-touch attribution, a first-party pixel, a dedicated Snowflake database and unlimited users. Pick it for DTC teams that want governed metrics without SQL. Limits: GMV-based pricing from about $750 a month, no CRM connectors, and SOC 2 still in progress.
Price Core plan from $750/mo on online GMV per Polar's Shopify listing; annual discounts; pricing page shows no figures. Also needed: Advertising Signals (CAPI) contact sales; incrementality tests, intraday refresh, SQL access and custom connectors priced separately. Flat plan, not per seat: a five-person team pays $750 a month. Checked Nov 14, 2026
Shopify-focused BI platform combining multi-touch attribution, an AI assistant, and dedicated Snowflake database access.
Now ranked on one category-wide rubric, with industry-only tools listed separately.
Editor's takePolar Analytics connects to over 45 data sources, from Shopify to TikTok to Klaviyo, and every plan includes a dedicated Snowflake database for raw data access. Its Ask Polar AI assistant helps build reports conversationally, and reviewers praise its support; Polar itself says many brands switched from Triple Whale over support. Pricing scales with Gross Merchandise Value, starting at $750 a month for the Core plan, and the mobile app lacks the desktop's full feature set.
In their words
“Getting started was incredibly easy - installation took just minutes, and we began seeing data flowing in from our servers within a few hours.”
apps.shopify.comBased on online Gross Merchandise Value, starting at $750 a month for the Core plan and rising with revenue, with discounts for annual terms.
Not fully. Users report it's not a plug-and-play mobile solution and lacks features found on desktop.
Polar Analytics is scored on 9 criteria. Each one shows what we looked for and what we found, with 9 cited findings. How scoring works
Shopify, Amazon, Meta, Google Ads, TikTok, Klaviyo, NetSuite; no Salesforce, HubSpot or WooCommerce found.polaranalytics.com · vendor's claim
Score adjustments−0.12 points in total
From $750/month (Core plan, per Polar's Shopify listing), priced on online GMV; unlimited users; discounts for annual terms; CAPI and incrementality extra
multi-touch attributionpolaranalytics.com · vendor's page
Incrementality Testingpolaranalytics.com · vendor's page
first-party pixelpolaranalytics.com · vendor's page
Meta Adspolaranalytics.com · vendor's page
Amazon Seller Centralpolaranalytics.com · vendor's page
Advertising Signalspolaranalytics.com · vendor's page
Dedicated Snowflake databasepolaranalytics.com · vendor's page
Select your annual gross merchandise valuepolaranalytics.com · vendor's page
Unlimited usersapps.shopify.com · vendor's page
How to read a check: the vendor's own current page (its security or trust page, pricing, documentation, or its official app store listing) states it. We have not seen the vendors' audit reports or contracts.
A
AdBeacon is a first-party ecommerce attribution tool covering Shopify, WooCommerce and BigCommerce with seven ad platforms, multi-touch models and Google Meridian MMM on every plan.
AdBeacon is a first-party ecommerce attribution tool covering Shopify, WooCommerce and BigCommerce with seven ad platforms, multi-touch models and Google Meridian MMM on every plan. Its published pricing and unlimited seats suit growing DTC brands and agencies. It lacks CRM sources, warehouse export and any published security certification.
Price Monthly $299/mo or Annual Anchor $239/mo (12-month term, billed monthly) up to $50k monthly revenue; scales by revenue tier, capped at 0.5% of revenue; Free plan. Also needed: Price rises with tracked revenue tier (tiers above $50k not listed); Free plan is channel-level, first/last click only; agency plans from $750/mo for up to 5 brands. Flat plan, not per seat: a five-person team pays $239 a month. Checked Nov 14, 2026
A marketing attribution platform using first-party data to track full customer journeys past iOS restrictions.
Now ranked on one category-wide rubric, with industry-only tools listed separately.
Editor's takeAdBeacon's core bet is first-party tracking: it says its Tether technology captures Add to Cart and Purchase events directly and keeps session continuity past 30 minutes despite iOS restrictions. It connects Shopify, WooCommerce and BigCommerce with major ad networks, and a free plan covers channel-level first and last click. The tradeoff is cost: paid plans start at $299/mo ($239/mo on a 12-month term) and rise with tracked revenue, capped at 0.5% of revenue.
Plans
billed monthly
12-month term
Source: adbeacon.com
In their words
“Our platform maintains session continuity beyond 30 minutes, accurately attributing sales to their true sources, such as specific Facebook ads, regardless of session gaps.”
adbeacon.comIt scales with tracked monthly revenue: $299/mo billed monthly or $239/mo on a 12-month term for stores up to $50k a month, with higher tiers priced by revenue and capped at 0.5% of revenue. A free plan covers channel-level, first and last click attribution.
AdBeacon says yes: its Tether technology uses first-party data and keeps session continuity beyond 30 minutes, attributing sales to their source even when third-party cookies are blocked.
AdBeacon is scored on 9 criteria. Each one shows what we looked for and what we found, with 9 cited findings. How scoring works
Score adjustments−0.15 points in total
Free plan (channel-level only); paid from $299/mo monthly or $239/mo on a 12-month term; 30-day trial
First and last click modelsadbeacon.com · vendor's page
Google Meridian MMMadbeacon.com · vendor's page
server-side through the Meta Conversions APIadbeacon.com · vendor's page
Microsoft Ads (Bing)adbeacon.com · vendor's page
Shopify, BigCommerce, WooCommerceadbeacon.com · vendor's page
server-side through the Meta Conversions APIadbeacon.com · vendor's page
never more than 0.5% of revenueadbeacon.com · vendor's page
How to read a check: the vendor's own current page (its security or trust page, pricing, documentation, or its official app store listing) states it. We have not seen the vendors' audit reports or contracts.
M
Measured is an incrementality and media mix modeling platform that calibrates MMM with geo and audience experiments and reports incremental ROAS and CPA across 300+ managed connectors.
Measured is an incrementality and media mix modeling platform that calibrates MMM with geo and audience experiments and reports incremental ROAS and CPA across 300+ managed connectors. It fits mid-market and enterprise brands with large multi-channel spend. It offers no multi-touch attribution or conversion sync, and pricing is quote-only.
Price Quote only; no public price on measured.com (demo request); Shopify app listing is free but needs a Measured account. Checked Nov 14, 2026
Cross-channel dashboard triangulating media mix modeling and incrementality testing for causal marketing insight.
No security certification stated, so its security score was lowered.
Editor's takeMeasured triangulates media mix modeling with incrementality testing rather than leaning on multi-touch attribution, a design built for a privacy-first, post-iOS 14.5 world. Measured says it has run over 25,000 tests and measured over $30B in media, and it connects to more than 300 managed data sources. It fits mid-market and enterprise brands; its integrations page (Nov 2026) names no mobile measurement partners such as AppsFlyer, Adjust or Branch, so app marketers should confirm support.
In their words
“Measured triangulates signals from testing, modeling, and platform data to deliver a single, causal view of media impact across every channel.”
measured.comIt triangulates signals from testing, modeling and platform data to deliver a single causal view of media impact, rather than relying on cookie-based attribution.
Confirm before buying. Measured's integrations page (Nov 2026) does not name mobile measurement partners such as AppsFlyer, Adjust or Branch, and its tools focus on media mix modeling and incrementality tests for brands' paid media.
Measured is scored on 9 criteria. Each one shows what we looked for and what we found, with 9 cited findings. How scoring works
Meta, Search Ads 360, DV360, Amazon Ads, Pinterest, Snowflake, Databricks; Shopify app; no CRM named.measured.com · vendor's claim
Custom quote, enterprise-focused pricing
Multi-Touch Attribution Is Deadmeasured.com · vendor's page
Get predictive ROI from causal, test-calibrated MMMmeasured.com · vendor's page
Facebook, Google, Pinterest, Snapchat, TikTok, and YouTubeapps.shopify.com · vendor's page
Measured Media Optimizationapps.shopify.com · vendor's page
Snowflakemeasured.com · vendor's page
Request a demomeasured.com · vendor's page
How to read a check: the vendor's own current page (its security or trust page, pricing, documentation, or its official app store listing) states it. We have not seen the vendors' audit reports or contracts.
A
Adobe Marketo Measure (formerly Bizible) is B2B multi-touch attribution that ties touchpoints and ad costs to Salesforce or Dynamics opportunities, with W-shaped, full path and custom models and a Snowflake warehouse.
Adobe Marketo Measure (formerly Bizible) is B2B multi-touch attribution that ties touchpoints and ad costs to Salesforce or Dynamics opportunities, with W-shaped, full path and custom models and a Snowflake warehouse. Pick it for B2B teams on those CRMs. Limits: quote-only pricing, one CRM on standard editions, and no ecommerce or MMM.
Price Marketo Measure: no published price, quote from Adobe; Ultimate edition (via Adobe Experience Platform) also quote-only. Also needed: Requires Salesforce or Microsoft Dynamics CRM on standard editions; other CRMs need Marketo Measure Ultimate. Checked Nov 14, 2026
Adobe's size and total Experience Cloud customer counts are not counted as Marketo Measure evidence. (company context, not part of the score)
B2B multi-touch attribution from Adobe (formerly Bizible) with six models tied to Salesforce or Dynamics opportunities.
Editor's takeMarketo Measure offers six attribution models, including W-shaped, full path and custom, and downloads ad costs from Google, Bing, Facebook and DoubleClick for reporting against Salesforce or Dynamics opportunities. The documented drawback is reach: standard editions connect to one CRM, and other CRMs need the more complex Ultimate edition on Adobe Experience Platform. B2B SaaS teams on HubSpot CRM should price Ultimate first.
Compliance
Source: adobe.com
The thing people get wrong
Marketo Measure connects to any CRM on every edition
Standard Marketo Measure integrates with a single CRM, Salesforce or Microsoft Dynamics; other CRMs need Marketo Measure Ultimate
Standard Marketo Measure connects to one CRM, which must be Salesforce or Microsoft Dynamics. Other CRMs need Marketo Measure Ultimate, which brings data in through Adobe Experience Platform.
Yes. Adobe's Experience League documentation calls it Marketo Measure (formerly Bizible), and describes it as joining behavioral and ad data with sales outcomes.
Adobe Marketo Measure is scored on 9 criteria. Each one shows what we looked for and what we found, with 9 cited findings. How scoring works
Score adjustments−0.16 points in total
No published pricing; quote from Adobe
a Custom Attribution model thexperienceleague.adobe.com · vendor's page
integrate with kexperienceleaguecommunities.adobe.com · vendor's page
can integrate wiexperienceleaguecommunities.adobe.com · vendor's page
Marketo Measure will only be able to set up Snowfexperienceleague.adobe.com · vendor's page
No published pricingbusiness.adobe.com · vendor's page
How to read a check: the vendor's own current page (its security or trust page, pricing, documentation, or its official app store listing) states it. We have not seen the vendors' audit reports or contracts.
A
Attribuly is a Shopify-focused attribution tool with first-click, linear, position-based and view-through models and server-side conversion sync to Meta, Google, TikTok, Bing and Snapchat.
Attribuly is a Shopify-focused attribution tool with first-click, linear, position-based and view-through models and server-side conversion sync to Meta, Google, TikTok, Bing and Snapchat. It fits ecommerce brands spending on paid social. It has no documented MMM, CRM or warehouse export, and its credit-based pricing could not be verified.
Price Not checked: attribuly.com/pricing refused the connection on 2026-11-14; card prices conflict and need a recheck. Also needed: Looker Studio connector requires the Enterprise plan. Checked Nov 14, 2026
Shopify attribution app that de-anonymizes shoppers and feeds their data straight into Klaviyo flows.
Now ranked on one category-wide rubric, with industry-only tools listed separately.
Editor's takeAttribuly scores 9.0 overall. Its identity resolution for abandoned carts is the clearest differentiator, feeding directly into Klaviyo to trigger recovery flows. Credit-based billing is the tradeoff, since heavy event volume can push costs up fast.
The thing people get wrong
Attribuly pricing is a flat monthly fee
Billing is credit-based per event. Capturing one anonymous email costs 600 credits
Source: attribuly.com
All billing runs on events. Capturing one anonymous email costs 600 credits, so pricing scales with traffic and event volume rather than a flat monthly fee.
It supports 20 integrations including WooCommerce and Shopline, alongside Google Ads, Meta, TikTok Ads, and Klaviyo, according to Attribuly's integrations list.
Attribuly is scored on 9 criteria. Each one shows what we looked for and what we found, with 9 cited findings. How scoring works
Score adjustments−0.05 points in total
Free plan plus paid Pro and Enterprise plans billed monthly in event credits; see attribuly.com/pricing for current tiers
Linear gives credit equally to all the click touch points(except direct traffic) in customsupport.attribuly.com · vendor's page
Set up TikTok ads server-side trackingsupport.attribuly.com · vendor's page
Snapchat Conversion APIsupport.attribuly.com · vendor's page
The conversion API supports all of your convesion events attributed back to Metsupport.attribuly.com · vendor's page
You need an Attribuly Enterprise plansupport.attribuly.com · vendor's page
How to read a check: the vendor's own current page (its security or trust page, pricing, documentation, or its official app store listing) states it. We have not seen the vendors' audit reports or contracts.
T
Triple Whale unifies Shopify, Amazon and ad-platform data with its own pixel and a Total Impact attribution model, and exports raw data to BigQuery, Snowflake, S3 or GCS.
Triple Whale unifies Shopify, Amazon and ad-platform data with its own pixel and a Total Impact attribution model, and exports raw data to BigQuery, Snowflake, S3 or GCS. It suits ecommerce brands on Shopify. Its pricing, security certifications and conversion sync could not be verified because the main site blocked access.
Price Not checked: triplewhale.com/pricing returned 403 on 2026-11-14; no price taken from third-party sites. Checked Nov 14, 2026
Marketing analytics platform for ecommerce brands that unifies ad, sales, and profit data in one dashboard.
Editor's takeTriple Whale positions itself as a single dashboard for ecommerce marketing data, pulling in Shopify, Facebook Ads, and Google Ads. The target customer is a Shopify-native DTC brand spending heavily on paid social, not a multi-platform store on WooCommerce or Etsy. Only the Free plan has a listed price; the Foundation, Automate and Enterprise plans need a sales quote.
Company size fit
Built for Shopify-native DTC brands, not multi-platform stores
Only the Free plan is priced; Foundation, Automate and Enterprise show no public price and need a sales quote.
It is built specifically for Shopify-native DTC brands. Brands running WooCommerce, Etsy, or other multi-platform stores are not the intended audience.
Triple Whale is scored on 9 criteria. Each one shows what we looked for and what we found, with 9 cited findings. How scoring works
Free plan ($0); Foundation, Automate and Enterprise plans show no public price, sold via sales
Total Impacttriplewhale.readme.io · vendor's page
Shopify, Amazon, Facebook, Google Ads, TikTok, Recharge, Shipstation, and moretriplewhale.readme.io · vendor's page
Shopify, Amazon, Facebook, Google Ads, TikTok, Recharge, Shipstation, and moretriplewhale.readme.io · vendor's page
BigQuery, Snowflake, AWS S3, or Google Cloud Storage warehousetriplewhale.readme.io · vendor's page
How to read a check: the vendor's own current page (its security or trust page, pricing, documentation, or its official app store listing) states it. We have not seen the vendors' audit reports or contracts.
M
MyDataNinja is a low-cost ecommerce attribution tool that combines a first-party pixel with server-side tracking, connects Meta, Google, TikTok and Bing ads to Shopify or WooCommerce, and sends conversions back to Google and Meta.
MyDataNinja is a low-cost ecommerce attribution tool that combines a first-party pixel with server-side tracking, connects Meta, Google, TikTok and Bing ads to Shopify or WooCommerce, and sends conversions back to Google and Meta. It suits small stores and agencies. Review volume, security documentation and named attribution models are thin.
Price Free plan $0/mo (1 user, 5 connectors, 1 month history); paid plan priced by store revenue ($100K-$10M+ slider), yearly = 2 months free. Also needed: Custom work may cost extra. Checked Nov 14, 2026
Operated by DataNinja LLC, Tbilisi, Georgia (privacy policy footer). (company context, not part of the score)
E-commerce analytics platform unifying ad networks and stores with server-side attribution tracking.
Now ranked on one category-wide rubric, with industry-only tools listed separately.
Only three AppSumo reviews and few on G2 or Capterra lowered its trust score.
Editor's takeMyDataNinja's server-side pixel tracking and API conversions with Meta and Google Ads deliver first-party attribution data that holds up against iOS 14 tracking restrictions, a real problem for e-commerce marketers. A free plan covers one user and five connectors; the paid plan is priced by store revenue. The catch is a thin review base, 3 verified AppSumo reviews as of Nov 2026, and reviewers note a learning curve with limited onboarding material.
Plans
1 user, 5 connectors, 1 month history
Priced by store revenue; unlimited connectors; yearly = 2 months free
Source: mydataninja.com
Yes. The Free plan costs $0 a month and includes one user, five connectors and one month of history. The paid plan is priced by store revenue, with a 2-week free trial and 2 months free on yearly billing.
It uses server-side pixel tracking and API conversions with Meta and Google Ads, which bypasses third-party cookie restrictions that inflate or hide ad performance.
MyDataNinja is scored on 9 criteria. Each one shows what we looked for and what we found, with 9 cited findings. How scoring works
Score adjustments−0.10 points in total
Free plan $0/mo (1 user, 5 connectors, 1 month history); paid plan priced by store revenue, 2-week trial; yearly = 2 months free
Marketing Attribution Modelsmydataninja.com · vendor's page
We carefully track each user's journey using Pixel and Server Side Trackingmydataninja.com · vendor's page
Connect your ad accounts from Meta, Google, TikTok, Bing, or use custom URLsmydataninja.com · vendor's page
With our basic CRM module or by integrating your current CRMmydataninja.com · vendor's page
Connect your revenue sources like Shopify, WooCommerce, HubSpot, and postbacksmydataninja.com · vendor's page
sending the data to Google and Meta through an APImydataninja.com · vendor's page
Revenue in the last 12 monthsmydataninja.com · vendor's page
How to read a check: the vendor's own current page (its security or trust page, pricing, documentation, or its official app store listing) states it. We have not seen the vendors' audit reports or contracts.
R
Best for mid-to-large subscription businesses scaling billing across many currencies
Subscription billing platform with machine-learning retries built to recover failed payments at scale.
Its scores were updated.
Editor's takeRecurly's revenue recovery numbers are specific but its own: it says it recovered $794 million for customers in 2021 and lifts subscription revenue 12.7% on average. Machine-learning retry logic, split from dunning, is the differentiator. The tradeoff is cost: Starter is $249 a month plus 0.9% of billing volume above $40K a month.
By the numbers
Source: recurly.com
True monthly cost
Recurly pricing page, Starter plan
Starter costs $249 a month plus 0.9% of billing volume, with the first $40K of billings each month included, and a 90-day free trial. All-Access starts below 1% of billing volume, billed yearly, with a $1M minimum.
It separates dunning from smart retry logic and uses machine learning to time retries; Recurly says this lifted subscription revenue 12.7% on average (2021 figure).
Recurly is scored on 6 criteria. Each one shows what we looked for and what we found, with 26 cited findings. How scoring works
In total, we now support over 140 currencies and 18 different languages.recurly.com · vendor's claim
Leverage 20+ integrated global and regional payment gatewaysrecurly.com · vendor's claim
Recurly 's suite of products spans: - Automated subscription billing and plan management - Global payment orchestration and recoveryg2.com
Category-defining brands like Twitch, Paramount+, Nuuly and The Washington Post are able to launch, acquire, attain, and scale subscriptionsg2.com
$8.8B in failed payments recoveredrecurly.com · vendor's claim
Recurly, Inc. ... announced it recovered over $794 million in revenue for its customers in 2021recurly.com · vendor's claim
I find Recurly to be extremely easy to use and set up, which made the initial setup for my team pretty straightforward.g2.com
The customer service stands out remarkably as it offers actual human supportg2.com
The reporting and analytics features are not as robust and user-friendly as I would like. It involves many steps and feels overly complicatedg2.com
first $40K of billings included at no charge each monthrecurly.com · vendor's claim
The product is quite pricey and may not be affordable for startups.softwarefinder.com
Recurly payments decline management strategies reduce churn and boost monthly subscription revenues by an average of 12.7%.recurly.com · vendor's claim
Recurly separates the smart dunning and retry process: We separate the dunning and smart retry process because, again, not every company's subscribers respond the same wayrecurly.com · vendor's claim
Our platform has a 25% average recovery rate from dunningrecurly.com · vendor's claim
Recurly is PCI-DSS Level 1 compliant, and recognized on the Visa Global Registry of Service Providers.recurly.com · vendor's claim
Compliance with industry standards and regulations such as PCI-DSS, PSD2, HIPAA, CCPA, GDPR, and RBI is crucialdocs.recurly.com · vendor's claim
Recurly provides a flexible and scalable subscription platform to support subscription commerce for thousands of brands in more than 195 countriesrecurly.com · vendor's claim
Score adjustments−0.15 points in total
Starter $249/mo plus 0.9% of billing volume over $40K/mo, 90-day free trial; All-Access under 1% of volume, billed yearly, $1M minimum
How to read a check: the vendor's own current page (its security or trust page, pricing, documentation, or its official app store listing) states it. We have not seen the vendors' audit reports or contracts.
C
Best for early-stage SaaS founders wanting standard metrics without spreadsheets
A subscription analytics platform that cleans billing data into audit-ready SaaS metrics.
Its scores were updated.
Editor's takeChartMogul stands out for data cleaning tools that merge customers and connect subscriptions so billing changes do not show as false churn. It says over 3,000 software companies use it, but revenue recovery still needs a separate tool.
Free vs paid
Source: chartmogul.com
Connects to
Source: chartmogul.com
Yes, for SaaS companies under $10,000 in monthly recurring revenue. Above that threshold, the paid Starter plan starts at $69 a month billed monthly, or $57 billed annually.
No. It lacks built-in automated dunning or revenue recovery tools, so it is often paired with a separate billing tool for that.
ChartMogul is scored on 6 criteria. Each one shows what we looked for and what we found, with 19 cited findings. How scoring works
ChartMogul provides detailed analytics on subscription revenue, including MRR (monthly recurring revenue), ARR (annual recurring revenue), churn rate, and customer retention metrics.plgdemos.com
ChartMogul lets you merge customer records and connect subscriptions, so a change of billing method doesn't create false churn followed by reactivations.chartmogul.com · vendor's claim
Based on data from 2,500+ SaaS companies, ChartMogul Benchmarks show you what great performance looks like todaychartmogul.com · vendor's claim
Loved by 2,500+ SaaS businesses Teamwork.com Softr Buffer Pitch Intruder Fireflies.ai.
Users love the ease of use of ChartMogul, praising its intuitive interface and quick setup process.g2.com
The MRR, customer status, customer count, or cash flow in your billing system may not always align with what you see in ChartMogul... The most common causes are your ChartMogul general data settings, integration source settings, and ChartMogul's data model.help.chartmogul.com · vendor's claim
ChartMogul Subscription Analytics is free for SaaS companies with less than $10,000 USD MRR.chartmogul.com · vendor's claim
Stripe. Import billing data · Google Sheets. Import, enrich and export · Chargebee. Import billing data... Recurly. Import billing datachartmogul.com · vendor's claim
BigQuery. Export data and metrics · Amazon S3. Export data and metrics... Snowflake. Export data and metricschartmogul.com · vendor's claim
SOC 2 Type II Certified; GDPR Compliant; 99.99% App uptimechartmogul.com · vendor's claim
We encrypt all passwords before storing them in our database... We do not process sensitive credit card details belonging to you or your customers.chartmogul.com · vendor's claim
Score adjustments−0.13 points in total
Free under $10k MRR; Starter from $69/mo billed monthly or $57/mo billed annually
How to read a check: the vendor's own current page (its security or trust page, pricing, documentation, or its official app store listing) states it. We have not seen the vendors' audit reports or contracts.
M
Best for UX and marketing teams needing heatmaps and session replay for SaaS.
Mouseflow tracks user behavior with heatmaps, session replay, and a Friction Score.
Its scores were updated.
Editor's takeMouseflow pairs six heatmap types with a proprietary Friction Score that flags frustration such as click-rage. Its compliance page lists HIPAA for the US region, a possible BAA on Enterprise and ISO 27001-certified Google Cloud hosting. Reviewers say the interface can feel dated and slow on large datasets.
Mouseflow lists HIPAA for its US region and can sign a BAA on Enterprise. ISO 27001 covers its Google Cloud hosting; SOC 2 Type II is an engagement letter.
It is a proprietary metric that quantifies user frustration by counting events like click-errors, click-rage, and bounces. Teams can spot UX problems without watching every session recording.
Mouseflow is scored on 6 criteria. Each one shows what we looked for and what we found, with 12 cited findings. How scoring works
Mouseflow provides 6 different types of heatmaps: Click Heatmap; Scroll Heatmap; Attention Heatmap; Movement Heatmap; Geographical or geo Heatmap; Interactive Heatmap.mouseflow.com · vendor's claim
Mouseflow's Friction Score is a proprietary value that quantifies the user's level of frustration... calculated based on the occurrence of friction events like click-errors, click-rage, bonce etc.mouseflow.com · vendor's claim
Mouseflow is trusted by 210,000+ digital experience frontrunners worldwide.
Within 45 seconds of having the product, you can be looking at live users' behaviors.top10best-website-session-replay.com
Interface can feel dated compared to newer tools.conversiongems.com
With the Mouseflow + Optimizely integration, you can bring behavioral context into your experiments.mouseflow.com · vendor's claim
Score adjustments−0.13 points in total
Free plan for 500 sessions/mo; Essential from $25/mo billed annually; 14-day free trial
How to read a check: the vendor's own current page (its security or trust page, pricing, documentation, or its official app store listing) states it. We have not seen the vendors' audit reports or contracts.
M
Best for product teams needing deep funnels, retention, and cohort analysis.
Product analytics platform with session replay, warehouse connectors, and metric trees for behavioral insight.
Its scores were updated.
Editor's takeMixpanel processes roughly 7 trillion data points a year and backs that scale with Warehouse Connectors that pull Snowflake, BigQuery, and Redshift data in without custom engineering. SOC 2 Type II and ISO 27001, a HIPAA BAA on the Enterprise plan, and EU and India data residency support enterprise buyers. The free tier covers 1 million events a month, generous for startups, but Growth bills by volume ($140/mo at 1.5M events, monthly billing), and reviewers flag a setup process some call a steep learning curve.
Free vs paid
Source: mixpanel.com
About 7 trillion data points annually with sub-second query speeds, according to a Google Cloud customer profile.
Costs rise with events past the free 1M: Growth is $140/mo at 1.5M and $2,289/mo at 20M (monthly billing); above 20M is Enterprise quote.
Mixpanel is scored on 6 criteria. Each one shows what we looked for and what we found, with 23 cited findings. How scoring works
Mixpanel's workload is demanding, processing approximately 7 trillion data points every year.cloud.google.com
The expansion sees the introduction of new capabilities across session replay, experimentation, metric trees... allowing teams to continuously optimize their digital experiences.siliconangle.com
Mixpanel Session Replay provides the fastest way to gain a comprehensive understanding of your customers... by combining both quantitative and qualitative insights.docs.mixpanel.com · vendor's claim
It has over 8K paying customers as of August 2025 and reached $100 million in annual revenue in 2018.research.contrary.com
Mixpanel is trusted by over 6,000 paying customers including Twitter, DocuSign, eToro, amongst others.teamedia.co
Mixpanel has more than 250 employees and serves nearly 20,000 customers in 150 countries.cloud.google.com
Users value the intuitive design of Mixpanel... but UI Can Be Overwhelming for New Users.g2.com
It's free, tons of people use it, and it's got a horrific learning curve that we all love to hate.crazyegg.com
Mixpanel excels in offering detailed insights but might fall short in customer support and price flexibility.thecxlead.com
Monthly events: Capped at 1M monthly events.mixpanel.com · vendor's claim
The prices and details for all of our plans up to 20M events per month... are the same for everyone, and they're all published online.mixpanel.com · vendor's claim
Mixpanel's event-based pricing may seem affordable at first, but costs quickly rise as your data volume and tracked events grow.userpilot.com
With Warehouse Connectors, you can sync data from data warehouses like Snowflake, BigQuery, Databricks, Redshift, and Postgres to Mixpanel.docs.mixpanel.com · vendor's claim
You can use Session Replay with CDPs (e.g., Segment and mParticle) on both Web and Mobile.docs.mixpanel.com · vendor's claim
Session Replay is supported on four primary platforms: Web, iOS, Android, and React Native.docs.mixpanel.com · vendor's claim
Mixpanel maintains an active SOC 2 type II attestation as well as ISO 27001 and ISO 27701 certifications.mixpanel.com · vendor's claim
Mixpanel's SOC 2... along with our standard Business Associates Agreement (“BAA”), help our Enterprise Plan customers maintain their HIPAA compliance.mixpanel.com · vendor's claim
These options include storage on Mixpanel's servers in the United States (by default), in the European Union, or in India.mixpanel.com · vendor's claim
Score adjustments−0.16 points in total
Free to 1M events/mo; Growth by volume, e.g. $140/mo for 1.5M events monthly ($100 yearly)
How to read a check: the vendor's own current page (its security or trust page, pricing, documentation, or its official app store listing) states it. We have not seen the vendors' audit reports or contracts.
A
Best for enterprise B2B SaaS teams analyzing account health and complex user journeys.
Analytics platform with a dedicated Accounts feature for tracking B2B company-level behavior.
Its scores were updated.
Editor's takeAmplitude's Accounts add-on, sold with the custom-priced Growth and Enterprise plans, tracks company-level behavior instead of just individual users, answering a question generic analytics tools miss. It backs that with a SOC 2 Type II report, ISO 27001 and an EU data center in Frankfurt. The catch is cost: Free stops at 2M events a month, and Accounts and SSO need a custom quote.
The thing people get wrong
Amplitude session replay is web-only
Session Replay records web and mobile sessions, and mobile replay is on every plan
Source: amplitude.com
Yes. The Accounts add-on, available on Growth and Enterprise plans, tracks account health, onboarding speed, and product qualified leads at the company level.
Yes. Amplitude operates a data center in Frankfurt, Germany, to support GDPR requirements alongside its SOC 2 Type II and ISO 27001 certifications.
Amplitude is scored on 6 criteria. Each one shows what we looked for and what we found, with 14 cited findings. How scoring works
Account-level product analytics enables answering questions such as: how quickly are new accounts onboarding, and which have the right level of activity to be product qualified leads?amplitude.com · vendor's claim
It includes core analytics features such as user behavior tracking, cohort analysis, and retention analysis.userpilot.medium.com
Amplitude [NASDAQ: AMPL] was founded in 2012... the company went public via a direct listing on the NASDAQ in September 2021appmarketplace.com
The value of Amplitude is further underscored by its adoption by numerous high-profile companies, including Atlassian, Zoom, Dropboxg2.com
The wealth of features and customization options can be overwhelming to those who don't have prior experience with data analytics. Its learning curve is also quite steep.userpilot.medium.com
In addition, customer support can be slow or inconsistent at times, especially on lower-tier plans.g2.com
Pricing escalates quickly with higher MTUs... costs can rise significantly as your Monthly Tracked Users (MTUs) increase.livesession.io
We chose Frankfurt, Germany for our EU data center because it has some of the most stringent privacy and technology standards in the world.amplitude.com · vendor's claim
With more than 130 total integrations available... Amplitude provides customers with a wide range of choicesamplitude.com · vendor's claim
The enhanced HubSpot integration helps teams deliver more effective email campaigns and better analyze campaign performance.amplitude.com · vendor's claim
Score adjustments−0.16 points in total
Free up to 2M events/mo; Plus starts at $0 and scales with events; Growth and Enterprise custom
How to read a check: the vendor's own current page (its security or trust page, pricing, documentation, or its official app store listing) states it. We have not seen the vendors' audit reports or contracts.
D
Best for enterprises already deeply invested in the Microsoft ecosystem
Enterprise CDP and marketing automation unifying customer data on Microsoft's Dataverse backbone.
Its scores were updated.
Editor's takeCustomer Insights writes data into Dataverse, the same layer that powers other Dynamics 365 apps, so it functions as a genuine data backbone rather than a bolt-on marketing tool. Its fair use policy allows up to 300 million sends a month (above 100 million in preview), and it includes Copilot for drafting content and building segments in natural language. Microsoft says Gartner named it a B2B Marketing Automation Leader for the third straight year in 2024. The base license runs $1,700 per tenant a month, billed yearly, and G2 reviewers describe setup and profile configuration as difficult for newcomers.
Starting price
Microsoft's fair use policy allows up to 300 million interactions sent (email, text, push) a month and 10 million a day; support above 100 million a month is in preview.
The base license costs $1,700 per tenant a month, billed yearly, with 100,000 Unified People and 10,000 Interacted People. The Attach license, $1,000 per tenant a month, needs 10+ users of a qualifying Dynamics 365 app.
Dynamics 365 Customer Insights is scored on 6 criteria. Each one shows what we looked for and what we found, with 20 cited findings. How scoring works
300,000,000 per monthlearn.microsoft.com · vendor's claim
Use Copilot to draft, revise, and optimize marketing content. Automatically align communications with brand guidelines.microsoft.com
Within this solution are two apps: Customer Insights – Data... and Customer Insights – Journeyscommunity.dynamics.com
Microsoft Dynamics 365 Customer Insights has been recognized as a Leader by Gartner for B2B Marketing Automation Platforms.microsoft.com
Setting up customer profiles or editing an existing profile is difficult. The steep learning curve for beginners, not as intuitive as Salesforce product.g2.com
It requires a significant investment and commitment of time. - Setting up the customer profiles are somewhat tricky.g2.com
Dynamics 365 Customer Insights $1,700.00 tenant/month... Dynamics 365 Customer Insights Attach $1,000.00 tenant/monthmicrosoft.com
100,000 Unified People. 10,000 Interacted People.microsoft.com
Customer Insights - Data writes data into Dataverse... Dataverse lets organizations easily use data in model-driven appslearn.microsoft.com · vendor's claim
Azure Synapse Link for Dataverse is a service designed for enterprise big data analyticslearn.microsoft.com · vendor's claim
Dynamics 365 Customer Insights - Journeys is prepared to help organizations work in compliance with privacy laws and regulationslearn.microsoft.com · vendor's claim
Score adjustments−0.20 points in total
$1,700/tenant/mo billed yearly; Attach $1,000/tenant/mo with 10+ users of a qualifying D365 app; free trial
How to read a check: the vendor's own current page (its security or trust page, pricing, documentation, or its official app store listing) states it. We have not seen the vendors' audit reports or contracts.
E
Best for enterprise teams wanting unlimited seats across social tools
Unified social marketing, care and commerce platform with unlimited user seats for enterprise teams.
Its scores were updated.
Editor's takeEmplifi's biggest structural advantage is pricing by account rather than by seat, letting large teams add users without the per-person fees competitors like Sprout Social charge. It backs enterprise scale with ISO 27001 and SOC 2 Type II certification, bi-directional Salesforce and Oracle Commerce integrations, and a 2024 Forrester Wave Leader ranking. The catch is upfront cost: the lowest published plan starts at $1,249 a month, which puts it out of reach for smaller teams, and Care and Commerce plans still need a quote.
In their words
“Unlimited user licenses with value-based pricing; Emplifi says it will never charge per seat.”
emplifi.ioNo. Emplifi says it never charges per seat; every tier includes unlimited user seats and unlimited owned profiles.
Social Marketing plans are published, from $1,249 a month (Essential) to $2,499 (Advanced), while Care and Commerce plans require a sales quote, positioning it for enterprise budgets.
Emplifi is scored on 5 criteria. Each one shows what we looked for and what we found, with 17 cited findings. How scoring works
A highlight of the year was Emplifi's recognition as a Leader in The Forrester Wave™: Social Suites, Q4 2024.businesswire.com
Dynamic topics and sentiment detection in Emplifi's social listening tools: This AI-powered feature uses sophisticated NLP technology to detect consumer sentiment...businesswire.com
More than 20,000 brands like McDonald's, Ford Motor Company, and Delta Air Lines rely on Emplifi...businesswire.com
Emplifi named a Leader in IDC MarketScape, Q4 2024.businesswire.com
Yes, we have SOC2 and ISO27001.emplifi.io · vendor's claim
Emplifi conducts comprehensive, annual penetration testing of its SaaS offerings through CREST-certified, accredited external firms...emplifi.io · vendor's claim
Users find the learning curve steep, as app features can be difficult to locate and not intuitive.g2.com
Users commend the quick and thorough customer support of Emplifi, enhancing their overall experience significantly.g2.com
The Care-Salesforce is bi-directional... allows you to interact with Care cases directly from the Salesforce environment...docs.emplifi.io · vendor's claim
Emplifi's new integration with Oracle Commerce helps B2B and B2C brands achieve increased revenue across increasingly popular social media shops...emplifi.io · vendor's claim
Score adjustments−0.14 points in total
From $1,249/month (Social Marketing Essential); unlimited users, never charged per seat
How to read a check: the vendor's own current page (its security or trust page, pricing, documentation, or its official app store listing) states it. We have not seen the vendors' audit reports or contracts.
F
Best for performance marketers aggregating fragmented ad and event data
No-code marketing data hub that automates collection from 600+ platforms and exports to any BI tool or warehouse.
Its scores were updated.
Editor's takeFunnel automates the unglamorous work of marketing reporting, pulling from over 600 platforms and normalizing currencies and campaign fields without SQL. It backs that with ISO 27001 and SOC 2 Type 2 and says it serves more than 3,000 businesses, with Samsung and Sony among its logos. Capacity is sold in Flexpoints; until February 2026 each Google Sheets tab was charged separately, and Starter covers only 117 connectors.
Starting price
Over 600 marketing platforms, with exports to destinations like Snowflake, BigQuery, Looker, and Tableau.
Mostly. Plans buy fixed Flexpoints capacity. Since Feb 2026 Sheets tabs no longer cost extra; users had complained about per-tab charges.
Funnel is scored on 5 criteria. Each one shows what we looked for and what we found, with 17 cited findings. How scoring works
Gather all your marketing data in one place with Funnel's unmatched library of over 600 connectors.
Funnel's unique non-destructive data transformation allows you to update your data model at any time or for any report or export.funnel.io · vendor's claim
Gather all your marketing data in one place with Funnel's unmatched library of over 600 connectors.
Seamlessly relay your marketing data to your choice of destinations... From cloud storage solutions to advanced data visualization toolsfunnel.io · vendor's claim
Beyond the tool's core functions, I like its logical and complementary layout... It took me a while to understand how to use everything.softwarefinder.com
They have time zone issues with their support.g2.com
Funnel's security program is certified according to the ISO 27001 standard... Funnel has undergone a SOC 2 Type 2 attestation.funnel.io · vendor's claim
Funnel also allows customers to choose their data region (within the EU, US, or globally) to meet their specific data hosting needs.funnel.io · vendor's claim
Score adjustments−0.16 points in total
From $300/mo billed annually (Starter, 117 connectors), Business $600/mo billed annually, Enterprise custom; 14-day free trial
How to read a check: the vendor's own current page (its security or trust page, pricing, documentation, or its official app store listing) states it. We have not seen the vendors' audit reports or contracts.
S
Best for marketers automating data pulls into Sheets, Excel or BI tools
No-code connector pulling marketing data from 100+ platforms into Sheets, Looker Studio and warehouses.
Its scores were updated.
Supermetrics processes 15% of global ad spend, from $44/month billed yearly.
supermetrics.comEditor's takeSupermetrics says 15% of global ad spend flows through its connectors, which explains why it is a default choice for agencies. Its 100-plus connector library backs that up. Pricing is the friction point: Starter is $44/month billed yearly, add-ons stack up, and a competitor, Dataslayer, says users reported 40 to 60 percent renewal increases.
Standout number
Source: supermetrics.com
Starter is $44/month billed yearly ($59 monthly), Growth $177/month yearly ($222 monthly); extra sources, destinations and users cost more.
Over 100, including LinkedIn Ads, HubSpot, Google Analytics and Salesforce, feeding into Google Sheets, Looker Studio, Power BI or a data warehouse.
Supermetrics is scored on 6 criteria. Each one shows what we looked for and what we found, with 18 cited findings. How scoring works
Supermetrics offers 100+ data source connectors for reports... to enhance your data insights and analysissupermetrics.com · vendor's claim
The beauty lies in its simplicity - you don't need any programming knowledge to create comprehensive marketing reports.youtube.com
Among Supermetrics users, use of Data Blending is up 223% YoY and Custom Fields up 126% YoYsupermetrics.com · vendor's claim
Trusted by 200,000+ companies in 120 countries.
Since Supermetrics processes 15% of global ad spend, we have direct insights into how marketers are using data.supermetrics.com · vendor's claim
Our dedication to innovation has earned us recognition as one of G2's Top 50 Best EMEA Software Companies for 2024trustpilot.com
I like that Supermetrics is very easy to use and also quite flexible... The initial setup was very easy too.g2.com
The user interface is complex and not user-friendly hence, it may need some tech skills to operate.g2.com
We aim to respond to your ticket within 24 hours on weekdays.community.supermetrics.com · vendor's claim
Many users reported 40-60% price increases overnight with no additional features.dataslayer.ai
Extra data sources add up – Pricing is based on the number of connectors, so agencies managing multiple platforms will see costs rise quicklyreportingninja.com
Supermetrics offers 100+ data source connectors for reports, including Facebook Ads and Google Analyticssupermetrics.com · vendor's claim
The integration list is impressive, including... Marketing tools (HubSpot, Mailchimp)... LinkedInyoutube.com
It enables businesses to merge their data into preferred locations, be it business intelligence tools such as Looker Studio and Power BI, spreadsheets... or data warehouseswindsor.ai
We undergo annual SOC 2 Type II audit.supermetrics.com · vendor's claim
Our products are GDPR and CCPA compliant.supermetrics.com · vendor's claim
While your data is on our systems or traveling between the data source and us... the data is always strongly encrypted.supermetrics.com · vendor's claim
Score adjustments−0.18 points in total
From $44/month billed yearly ($59 monthly), Growth $177/month yearly ($222 monthly), 14-day free trial
How to read a check: the vendor's own current page (its security or trust page, pricing, documentation, or its official app store listing) states it. We have not seen the vendors' audit reports or contracts.
D
Best for mid-market B2B teams needing revenue and pipeline intelligence.
B2B revenue analytics with multi-touch attribution, lead cohort tracking and automated goal setting.
Its scores were updated.
Editor's takeDiscern attributes pipeline and won deals to every campaign touchpoint and tracks lead cohorts against targets with early warnings, a B2B SaaS use case many tools skip. G2 reviewers rate it 4.8 out of 5, and typical setup takes 2-3 weeks, per Discern. Pricing for the marketing module stays behind a sales call though.
In their words
“ScalePad successfully automated MRR / ARR calculations by product, at 4% the cost of building an internal solution.”
discern.ioPricing for the marketing analytics module is not public and varies by company and marketing program size.
One customer, ScalePad, automated MRR and ARR calculations at 4% the cost of an internal build, per Discern's case study.
Discern is scored on 6 criteria. Each one shows what we looked for and what we found, with 12 cited findings. How scoring works
Monitor how different lead cohorts move through your marketing and sales funnel over time.discern.io · vendor's claim
Gain cross-functional insights with 200+ metric calculations plus customization.
Insight Partners... recognized the transformative potential of Discern's platform. They invested in the company in 2021.discern.io · vendor's claim
Discern's G2 review score is 4.8 out of 5, based on 21 reviews.g2.com
Their super-intuitive interface that allows slicing reports by different segments was immensely valuable.g2.com
It took us about 2 weeks to build and 2 weeks to QA before we were ready to launch.g2.com
ScalePad successfully automated MRR / ARR calculations by product, at 4% the cost of building an internal solution.discern.io · vendor's claim
Pricing for Discern's marketing analytics varies based on company and marketing program sizes.discern.io · vendor's claim
Some of our most common integrations include: CRMs (Salesforce, Hubspot...), Marketing Automation (Marketo, Hubspot...), Campaign Platforms (Bing Ads, Google Analytics...)discern.io · vendor's claim
Integrate through direct connections, spreadsheet imports, or manual input - you have options.
Discern's reverse funnel modeling tool helps you understand what it takes to reach your key objectives.discern.io · vendor's claim
Discern's marketing attribution tracks each touchpoint on a deal and calculates the impact of all of your channels and tactics.discern.io · vendor's claim
Score adjustments−0.14 points in total
Not public; varies with company and marketing program size (sales meeting).
How to read a check: the vendor's own current page (its security or trust page, pricing, documentation, or its official app store listing) states it. We have not seen the vendors' audit reports or contracts.
E
Best for shopify merchants selling physical subscription products
Shopify subscription app with built-in bundling, MRR analytics and no transaction fees.
Its scores were updated.
Editor's takeEasy Subscriptions competes on margin, not just features. 0% transaction fees on every plan means merchants keep every dollar of subscription revenue, unlike percentage-fee competitors such as Recharge. Build-a-Box bundling starts on the $39/month Growth plan, and advanced subscription analytics on the $99/month Scale plan, rather than being gated to enterprise tiers. It holds a 5.0 rating across 229 Shopify App Store reviews. The gap shows up in depth: reporting is less granular than dedicated enterprise analytics tools like Skio.
Fit
No. It charges 0% transaction fees across all pricing plans, meaning merchants keep the full subscription revenue rather than losing a percentage to the app, unlike some competitors.
Yes. The Starter plan is free for up to 100 lifetime subscription orders. Paid plans run $39 (Growth), $99 (Scale) and $399 (Enterprise) a month billed monthly, 10% less yearly.
Easy Subscriptions is scored on 5 criteria. Each one shows what we looked for and what we found, with 15 cited findings. How scoring works
A great subscription analytics dashboard should offer: Real-time MRR tracking, Customizable churn reports, Customer cohort analysiseasysubscription.io · vendor's claim
Highly recommend, thank you! Great customer service, great product... 10/10 experience.
Yes, ECA: Easy Subscriptions App is designed to be user-friendly and easy to set up... most users can get started within minutes.storecensus.com
Customer Portal: Clean, mobile-friendly self-service experience.storecensus.com
The absence of transaction fees means you keep every dollar of your subscription revenue.easysubscription.io · vendor's claim
Easy Subscription is like having a full-service moving company... That's what we do while migration, helping in a smooth transition with no disruptions.easysubscription.io · vendor's claim
Support: 24/7 live support on all planseasysubscription.io · vendor's claim
The Easy Subscriptions app integrates with several partners, including Klaviyo, Yotpo, Mailgun, Gorgias, and Zapiet.apps.shopify.com
Score adjustments−0.15 points in total
Free up to 100 lifetime subscription orders; Growth $39, Scale $99, Enterprise $399 per month billed monthly (10% off yearly)
How to read a check: the vendor's own current page (its security or trust page, pricing, documentation, or its official app store listing) states it. We have not seen the vendors' audit reports or contracts.
H
Best for product managers and UX teams needing deep user behavior insights.
Product analytics platform auto-capturing every user interaction for retroactive analysis.
Its scores were updated.
Editor's takeHeap's Autocapture records every click and swipe from install, so teams can analyze history without setting up tracking first. Contentsquare's 2023 acquisition, its largest ever, added enterprise session replay to the platform. Pricing stays opaque though; Vendr data puts the median Heap contract at $41,220 a year across 191 purchases.
Free vs paid
Source: vendr.com
In their words
“you usually need a quote to understand the real Heap cost”
usermaven.comThe free plan covers up to 10,000 monthly sessions and 6 months of data history. Paid plans have no public prices; Vendr reports contracts from $13,000 to $154,798 a year, with a median of $41,220.
A data-science feature that automatically scours usage data for important correlations and friction points, then surfaces them without manual analysis, according to Heap's own blog.
Heap is scored on 6 criteria. Each one shows what we looked for and what we found, with 18 cited findings. How scoring works
With Autocapture, your user data is automatically collected from the moment you add the Heap snippet to your site. You can dig through and analyze historical data in any way you want.heap.io · vendor's claim
Heap's One-Click Session Replay brings context to your analytics so your teams can find friction, fully understand user behavior, and identify solutions to your challenges.newmetrics.io
Contentsquare... has completed its acquisition of leading Product Analytics Platform Heap. This acquisition brings together two complementary industry players... enabling the delivery of an all-in-one analytics platform.contentsquare.com
This will be Contentsquare's largest acquisition to date, and will allow the company to accelerate its product vision.contentsquare.com
Over 8,000 businesses use Heap to drive business impact... Customers include companies in B2B SaaS, eCommerce, and Financial Services such as Twilio, Logitech, Snapfish.newmetrics.io
Heap has raised $218M in funding... with last known valuation of $960M.tracxn.com
No need to wrangle engineers to write code... A single snippet grabs every click, swipe, tap, pageview, and fill — forever.heap.io · vendor's claim
On a scale from 1-10, I find Heap to be incredibly user-friendly and easy to use... I would recommend Heap for its usability first and foremost.trustradius.com
Free. Find product-market fit. Access to: Core analytics charts... Up to 10k monthly sessions.heap.io · vendor's claim
Heap analytics pricing is custom, but it often feels more like 'mystery pricing.' You won't know what you're paying until you're deep in a sales call.usermaven.com
We call it Heap Illuminate: a suite of data-science driven capabilities that can scour your data to find the most important correlations... then surface those to you, automatically.heap.io · vendor's claim
Ask questions in plain English and Heap's AI CoPilot will select the right chart, events, segments, properties, filters and groupings for you automatically.heap.io · vendor's claim
Heap is ISO 27001, 27701, 27017 & 27018 certified, these internationally recognized standards confirm our commitment to information security.heap.io · vendor's claim
Heap proactively shares SOC 2 and Health Insurance Portability and Accountability Act (HIPAA) audits.assets.ctfassets.net
Heap is GDPR compliant and can be configured to meet HIPAA and COPPA compliance standards.keragon.com
Score adjustments−0.20 points in total
Free up to 10k sessions/mo, paid plans quote-based
How to read a check: the vendor's own current page (its security or trust page, pricing, documentation, or its official app store listing) states it. We have not seen the vendors' audit reports or contracts.
AI-driven B2B marketing analytics platform that governs lead data quality before it hits your CRM.
Its scores were updated.
Editor's takeIntegrate's Performance Center uses AI to score media partner reliability and flag gaps in buying groups, while its Universal API connects to Salesforce, Marketo, and thousands of publishers. Integrate says Trend Micro saw a 6x pipeline boost and Iron Mountain 5x. Pricing stays behind a quote, and Vendr reports renewal pricing often includes 3-7% annual increases unless capped during the first negotiation.
In their words
“Original renewal increase as 12 percent, was able to pushback for a 7% increase while keeping scope the same.”
vendr.comPricing is not public and requires a custom quote. Vendr reports renewal pricing often includes 3-7% annual increases unless capped during the initial negotiation.
It validates leads against GDPR and CCPA standards before they enter your CRM, helping keep data clean at scale.
Integrate is scored on 6 criteria. Each one shows what we looked for and what we found, with 20 cited findings. How scoring works
Performance Center identifies gaps in buying groups, optimizes media partner relationships, and enables a better understanding of cross-channel marketing results.integrate.com · vendor's claim
Conversion Insights empowers customers to optimize their marketing budgets by identifying high-performing yet underfunded segmentsintegrate.com · vendor's claim
Pacing Summary enables demand generation marketers to pinpoint underperforming media partners relative to their allocation goalsintegrate.com · vendor's claim
Integrate works with high-growth and enterprise organizations like Salesforce, Microsoft, Akamai, and Pluralsight to power their B2B marketing strategies.prweb.com
The support team, including account managers and technical assistance, is frequently praised by users for being responsive, helpful, and engaged.g2.com
Original renewal increase as 12 percent, was able to pushback for a 7% increase while keeping scope the same.vendr.com
Integrate is often seen as particularly valuable for larger marketing programs... as it helps minimize waste and improve ROI.g2.com
Easily connect popular technologies like Salesforce, Marketo, 6sense, and HubSpot with our pre-built integrations. UNIVERSAL API AND INBOUND CONNECTOR.integrate.com · vendor's claim
The DAP ecosystem unites hundreds of technology companies... thousands of events and trade shows, and a marketplace of more than 150 publishers.destinationcrm.com
Demand Acceleration Platform delivers Universal API real-time lead ingestion, GDPR/CCPA data governance... SOC2 attestation.vendr.com
SOC-certified, GDPR-compliant systems protect your data and reputation.integrate.com · vendor's claim
Score adjustments−0.12 points in total
Custom quote; Vendr reports renewal increases of about 3-7% a year unless capped
How to read a check: the vendor's own current page (its security or trust page, pricing, documentation, or its official app store listing) states it. We have not seen the vendors' audit reports or contracts.
P
Best for saaS companies wanting accurate, free financial reporting and industry benchmarking.
Free real-time subscription analytics benchmarking revenue and churn against more than 30,000 SaaS companies.
Its scores were updated.
Editor's takeProfitWell Metrics stays free regardless of company revenue, covering MRR, churn, and lifetime value out of the box, and benchmarks results against 30,000 subscription and SaaS companies. Paddle acquired the company for more than $200 million in 2022 and funds the free tier through paid products like Retain. G2 reviewers say complex invoiced billing setups in Stripe or Zuora can get mis-flagged as churn, and a competitor, Churnkey, reports data lag of hours.
Starting price
Yes, the core metrics product carries no subscription fee regardless of company size, according to Paddle's own product page. Paddle, which acquired ProfitWell in 2022, monetizes through separate paid products like Retain instead.
Mostly accurate, but G2 reviewers report that complex billing arrangements, like invoiced plans processed through Stripe or Zuora, can get incorrectly flagged as churn. A competitor, Churnkey, says dashboard data can lag by hours; Paddle says data shows in real time.
ProfitWell is scored on 6 criteria. Each one shows what we looked for and what we found, with 20 cited findings. How scoring works
Includes all top subscription KPIs and metrics right out of the box. Monthly recurring revenue. Churn. Upgrades and downgrades. Customer lifetime value.paddle.com · vendor's claim
Compare your performance against 30,000 subscription and SaaS companies.paddle.com · vendor's claim
Metrics' customer health scores predict how likely your customers are to churn. We apply advanced machine learning models on your revenue and customer engagement datapaddle.com · vendor's claim
The deal - valued at over $200m in cash and equity - is the next step in our mission to remove the barriers to growth for SaaS companies around the world.paddle.com · vendor's claim
Over 30000 companies including Canva, Autodesk, Masterclass, and Notion use Boston-based ProfitWell's free subscription financial metricsprnewswire.com
It's completely free to use and only takes 5 minutes to set up.g2.com
I am enjoying the clean and professional layout. It is very easy to use and navigate between functions.g2.com
Real-time subscription analytics, 100% free.paddle.com · vendor's claim
By integrating ProfitWell's industry-renowned free financial metrics, as well as their pricing and retention softwarepaddle.com · vendor's claim
Integrates with Stripe Integrates with Chargebee Integrates with Braintree Integrates with Zuora Integrates with Recurly.paddle.com · vendor's claim
ProfitWell RevConnect links your billing system and HubSpot, ensuring you have clean, accurate revenue data to power HubSpot reporting and workflows.ecosystem.hubspot.com
These providers are both GDPR and PCI DSS compliant. ... In addition, anonymised data is also shared with a number of GDPR compliant fraud monitoring platforms.paddle.com · vendor's claim
Score adjustments−0.18 points in total
Free, no paid tier for core metrics
How to read a check: the vendor's own current page (its security or trust page, pricing, documentation, or its official app store listing) states it. We have not seen the vendors' audit reports or contracts.
Z
Best for merchants wanting affordable BI dashboards across Shopify, Amazon, WooCommerce.
AI-assisted ecommerce BI tool blending Shopify, WooCommerce, and Amazon data into dashboards.
Its scores were updated.
Editor's takeZoho Analytics pairs a genuinely free tier with SOC 2 Type II and ISO 27001, plus HIPAA features on Standard and up with a BAA, at a price point most BI tools skip. Its Zia assistant turns plain-language questions into reports, and native Shopify and WooCommerce connectors ship with over 100 prebuilt dashboards. Advanced customization still demands a real learning curve, and big datasets can slow report loading.
Free vs paid
Source: zoho.com
An Always Free plan covers small reporting needs, capped at 2 users and 10,000 rows. Paid plans start at $24 a month billed yearly.
Yes, with a dedicated connector offering over 100 prebuilt dashboards for sales, orders, and inventory data.
Zoho Analytics is scored on 6 criteria. Each one shows what we looked for and what we found, with 19 cited findings. How scoring works
Converse and ask anything to Zia, our AI-powered assistant, and get instant insights in the form of reports and KPI widgets.zoho.com · vendor's claim
Get 100+ pre-built visualizations or build your own reports and dashboards using an easy-to-use, drag-and-drop interface.zoho.com · vendor's claim
Combine data from different sources for cross-functional analysis. For example, blend data from WooCommerce and Zoho Survey to find out delivery and product satisfaction.zoho.com · vendor's claim
Zoho is concentrated on creating digital tools with a strict adherence to user privacy. It does not rely on an ad-revenue model, even for its free products.gartner.com
Users face a steep learning curve with Zoho Analytics, making it challenging for beginners to navigate effectively.g2.com
Build your own reports and dashboards using an easy-to-use, drag-and-drop interface.zoho.com · vendor's claim
BASIC: US$24/month billed annually... STANDARD: US$48/month billed annuallyzoho.com · vendor's claim
Zoho Analytics also offers an Always Free Plan ($0) targeted at small end reporting requirements... Supports 2 users... Supports up to 10,000 rows.zoho.com · vendor's claim
Advanced Analytics for eCommerce: Shopify, Zoho Commerce, WooCommerce, Ship Station, Amazon Seller Central, and BigCommerce.zoho.com · vendor's claim
You can easily track your business's pulse with over 100+ pre-built Shopify dashboards.zoho.com · vendor's claim
Our compliance with ISO 27001:2013 and SOC 2 Type II is an effort towards this.zoho.com · vendor's claim
Personal Identifiable Information (PII) is encrypted at rest to make sure your sensitive information remains secure from unauthorized access.zoho.com · vendor's claim
Score adjustments−0.20 points in total
Free plan (2 users, 10K rows); Basic from $24/mo, Standard $48/mo billed yearly (Standard $60 billed monthly)
How to read a check: the vendor's own current page (its security or trust page, pricing, documentation, or its official app store listing) states it. We have not seen the vendors' audit reports or contracts.
G
Best for multichannel retailers wanting unified analytics without a data team.
No-code commerce analytics platform that unifies 170-plus data sources into daily insights.
Its scores were updated.
Editor's takeGlew automates the ELT pipeline across 170-plus integrations, accessing over 30,000 dimensions and 3,000 tables without needing a data engineering team, and announced a SOC 2 Type 1 report in February 2024. Glew says it serves over 8,000 stores and 20,000 users; its app is not currently listed on the Shopify App Store. The subscription auto-renews unless canceled 30 days ahead, with no refunds.
The thing people get wrong
Canceling a SaaS subscription is usually instant
Glew requires 30 days notice before renewal to avoid auto-renewing
Source: glew.io
Over 170 pre-built connectors spanning ecommerce, marketing, and inventory platforms, feeding a warehouse with more than 30,000 dimensions.
It requires 30 days notice before the renewal date. Some users report being locked into an unexpected renewal without enough warning.
Glew is scored on 6 criteria. Each one shows what we looked for and what we found, with 15 cited findings. How scoring works
Connect over 170 integrations, sync with APIs, and access 30,000+ dimensions and 3,000+ tables.glew.io · vendor's claim
Glew's automated ETL process and intelligent data warehouse streamline data integration from disparate sources... ensuring seamless updates and a unified data view.
Trusted by 8,000+ stores. 20,000+ Users.
Tailor Reports For Your Needs with a No-Code Platform... create custom reports with just a few clicks.
The Daily Snapshot email is extremely helpful.glew.io · vendor's claim
The Glew.io subscription will automatically renew... unless Customer terminates its subscription 30 days prior to the renewal period.glew.io · vendor's claim
With the most extensive library of pre-built integrations (170+)... we empower organizations to centralize ALL their commerce data.glew.io · vendor's claim
Glew empowers commerce companies to seamlessly connect data across their entire tech stack... enabling marketing, e-commerce, finance, retail, operations, and merchandising departments to work as a cohesive force.
Glew... is thrilled to announce its attainment of SOC II compliance.glew.io · vendor's claim
At Glew, we anonymize data and comply with CCPA/GDPR regulations.glew.io · vendor's claim
Score adjustments−0.15 points in total
Glew Pro $250/mo with annual prepayment; Glew Plus custom pricing; free trial offered
How to read a check: the vendor's own current page (its security or trust page, pricing, documentation, or its official app store listing) states it. We have not seen the vendors' audit reports or contracts.
H
Best for B2B SaaS teams already running contacts and deals in HubSpot that want attribution in the same CRM.
Marketing analytics and multi-touch attribution built into HubSpot Marketing Hub, from a vendor reporting 311,704 customers.
Its scores were updated.
Editor's takeHubSpot's attribution reports offer nine models and credit ad clicks, emails, page views and form fills to contacts, deals and won revenue in the same CRM. The documented drawback is tiering: contact create attribution needs Professional, while deal create and revenue attribution need Enterprise at $3,600 a month plus a $7,000 onboarding fee. A B2B SaaS team should confirm its deals live in HubSpot with associated contacts first.
Plans
Analytics and dashboards
$800 billed yearly, $890 monthly; contact create attribution; +$3,000 onboarding
Deal and revenue attribution; +$7,000 onboarding
Source: hubspot.com
The thing people get wrong
Every paid Marketing Hub plan includes revenue attribution
Deal create and revenue attribution reports are Marketing Hub Enterprise only; Professional covers contact create attribution
Source: knowledge.hubspot.com
Revenue and deal create attribution reports are available only on Marketing Hub Enterprise. Contact create attribution is available on Marketing Hub Professional and Enterprise.
HubSpot offers first and last interaction, linear, U-shaped, W-shaped, time decay, full path, J-shaped and inverse J-shaped models. W-shaped works in deal create and revenue reports, and full path only in revenue reports.
HubSpot is scored on 6 criteria. Each one shows what we looked for and what we found, with 18 cited findings. How scoring works
Revenue attribution reports can help you understand which marketing efforts result in the most won revenueknowledge.hubspot.com · vendor's claim
Without an associated contact, the revenue will not be attributed to any interactions.knowledge.hubspot.com · vendor's claim
Use multi-touch revenue attribution to map how marketing touchpoints work together to drive revenue.hubspot.com · vendor's claim
Total revenue was $947.6 million, up 17% on an as-reported basis and in constant currency.sec.gov
Grew Customers to 311,704 as of September 30, 2026, up 12%.sec.gov
named a Leader in the 2026 Gartner Magic Quadrant for B2B Marketing Automation Platforms for the sixth consecutive year.hubspot.com · vendor's claim
the comprehensive reporting that ties back to ROIai.g2.com
Reviewers frequently expressed deep frustration regarding the overly complicated user interface,trustpilot.com
as soon as you launch them with no additional setup requiredhubspot.com · vendor's claim
Cost shown does not include the required, one-time Enterprise Onboarding for a fee of $7,000.hubspot.com · vendor's claim
is available for free, no credit card requiredhubspot.com · vendor's claim
If you exceed your current tier by even one marketing contact, you'll be upgraded to the next contact tier.knowledge.hubspot.com · vendor's claim
show you the leads and ROI generated by every ad across every channelhubspot.com · vendor's claim
Sync HubSpot with Salesforce for a reliable, two-way integration.hubspot.com · vendor's claim
the HubSpot Marketplace has officially passed 2,000+ apps and 2.5+ million active app installs.community.hubspot.com · vendor's claim
Our SOC 2 Type II report continues to provide a detailed evaluation of controls related to security, availability, and confidentiality.
HubSpot has obtained independent HIPAA attestation, now available for customers on the HubSpot Trust Center.
Store sensitive information in your HubSpot account with Sensitive Data.knowledge.hubspot.com · vendor's claim
Score adjustments−0.14 points in total
Free analytics; attribution from Pro at $800/mo billed yearly or $890 monthly (3 seats) plus $3,000 onboarding
How to read a check: the vendor's own current page (its security or trust page, pricing, documentation, or its official app store listing) states it. We have not seen the vendors' audit reports or contracts.
S
Best for large media publishers and RevOps teams unifying fragmented advertising and subscription revenue data.
Data automation platform that unifies 200+ marketing and revenue sources for subscription and media companies.
Its scores were updated.
Editor's takeSwitchboard targets large media and subscription companies with messy data pipelines. Its case studies cite Meredith and the Financial Times saving time. Pricing is by quote; Vendr estimates about $230,000 a year, and verified reviews are scarce.
Connects to
Source: docs.switchboard-software.com
Switchboard does not publish pricing. Third-party data from Vendr puts the average annual contract around $230,000, positioning it for large enterprise budgets rather than small teams.
It automates pipeline maintenance instead of just reporting revenue. When a partner API changes its schema, Switchboard updates the pipeline on its own, a task that would otherwise take engineering hours.
Switchboard is scored on 6 criteria. Each one shows what we looked for and what we found, with 18 cited findings. How scoring works
Switchboard automatically updates your data pipelines when partners change APIs or data formats, without the need for additional development work on your part.switchboard-software.com · vendor's claim
Switchboard normalizes and maps disparate partner data using customizable data 'recipes' according to the team's unique business rules.switchboard-software.com · vendor's claim
Now, Meredith's four-strong Revenue Analytics team can harness two billion rows of daily data and has one source of truth for revenue reporting across 40 brandsswitchboard-software.com · vendor's claim
Financial Times launched an award-winning CPH product in weeks, leveraging more granular data for precision forecasting.switchboard-software.com · vendor's claim
And they can also backfill months of missing or faulty data at the click of a button.switchboard-software.com · vendor's claim
Our data reveals that the average cost for Switchboard software is about $230,000 annually.vendr.com
Switchboard offers hundreds of pre-built connectors to digital marketing and advertising data sources.switchboard-software.com · vendor's claim
Advertising and Ad Ops... Google Ad Manager... Facebook Ad Manager... Amazon TAM Bid Metrics... Criteo... SpotXdocs.switchboard-software.com · vendor's claim
Meredith's four-strong Revenue Analytics team can harness two billion rows of daily dataswitchboard-software.com · vendor's claim
This includes an operations dashboard and visual data pipelines that are designed to be scalable up to terabytes per day.influxdata.com
Score adjustments−0.09 points in total
Contact for pricing, no published rates
How to read a check: the vendor's own current page (its security or trust page, pricing, documentation, or its official app store listing) states it. We have not seen the vendors' audit reports or contracts.
T
Best for enterprise teams with dedicated analysts, especially those already on Salesforce.
Enterprise visual analytics platform with marketing Accelerators and Tableau Pulse AI insights, missing native social ad connectors.
Its scores were updated.
Editor's takeTableau ships ready-made Accelerator dashboards for email campaigns and Salesforce CDP data, and its Tableau Pulse feature pushes AI-written summaries straight to marketers. Gartner has named it a Leader for 14 straight years (2026 report). The gap is social ad data. Meta, TikTok, and LinkedIn Ads all need third-party connectors, and Creator licenses cost $75 per user a month, billed annually, before any add-ons.
Standout number
Source: salesforce.com
In their words
“Tableau is a powerful business intelligence and data visualization tool but lacks native connectivity to key marketing data sources like Facebook Ads.”
vidi-corp.comCreator licenses run $75 per user a month, Explorer $42, and Viewer $15, all billed annually. Advanced AI and management tools sit in the pricier Tableau+ bundle.
Not natively. Marketers need third-party connectors or custom code to pull in Meta, TikTok, or LinkedIn Ads data, since Tableau has no built-in connector for these platforms.
Tableau is scored on 6 criteria. Each one shows what we looked for and what we found, with 16 cited findings. How scoring works
Tableau Accelerators are ready-to-use dashboards that you can combine with your data... Download Accelerators for Marketing: Sales Market Share, Google Analytics, Email Marketing Campaigns.exchange.tableau.com · vendor's claim
Tableau is an excellent data visualization tool that can visualize common market research analysis such as market basket analysis.anyinstructor.com
Widely used in industries like finance, healthcare, and retail, it's built for marketing, sales, operations, and CX teams.thecxlead.com
Steep learning curve for beginners and non-technical users.thecxlead.com
It's balls easy to do basic charts... But just as quickly people run into the 'well you can do that but it's a bit of a workaround'. And that learning curve can be extensive and technical.reddit.com
Creator: $75 per user/month, billed annually. Explorer: $42 per user/month... Viewer: $15 per user/month.tableau.com · vendor's claim
Tableau+ is the highest of Tableau's three pricing and feature tiers... includes both (historically separately sold) add-ons of Data Management and Advanced Management.godatadrive.com
Tableau is a powerful business intelligence and data visualization tool but lacks native connectivity to key marketing data sources like Facebook Ads.vidi-corp.com
Most methods of integrating TikTok Ads with Tableau require manual work, technical setup, or costly third-party tools.windsor.ai
Tableau Pulse Insights Platform, which automatically detects drivers, trends, contributors, and outliers for the metrics business users care about.salesforce.com
Tableau Pulse is included out-of-the-box with all Tableau Cloud and Embedded Analytics editions.tableau.com · vendor's claim
Score adjustments−0.16 points in total
$75 Creator, $42 Explorer, $15 Viewer per user/mo, annual
How to read a check: the vendor's own current page (its security or trust page, pricing, documentation, or its official app store listing) states it. We have not seen the vendors' audit reports or contracts.
B
Best for subscription software and app businesses billing through Stripe, Chargebee, Recurly, Paddle or app stores.
Subscription analytics for Stripe, Chargebee, Recurly, Paddle and app store revenue, used by more than 900 companies.
Its scores were updated.
Editor's takeBaremetrics turns billing data from Stripe, Chargebee, Recurly, Paddle and the app stores into subscription metrics, and a 119-company sample of its Recover add-on recovered $1,236,764 in May 2026. The documented drawback is assurance: its security page lists no SOC 2 or ISO 27001 audit. Brands selling subscriptions through Shopify stores should plan an API or CSV import, since the Shopify connector covers only Partner app billing.
Plans
Up to $360K ARR, 1 integration
$360K-$3.6M ARR, 2 integrations
$3.6M+ ARR, unlimited integrations
Source: baremetrics.com
Standout number
Source: baremetrics.com
Plan cards list Launch from $75 a month for up to $360K ARR, Growth from $255 and Scale from $1,152, while the FAQ on the same page lists $49, $189 and $749. Annual plans can get up to 35% off, and two add-ons cost $129 a month each.
Not directly. Its Shopify integration connects to a Shopify Partner account for app billing, not to individual stores; other billing data can be sent by API or CSV.
Baremetrics is scored on 6 criteria. Each one shows what we looked for and what we found, with 15 cited findings. How scoring works
Get your metrics in the right context by looking at how you compare to other companies like you.
a sample of 119 typical US B2B SaaS companiesbaremetrics.com · vendor's claim
Analytics APIbaremetrics.com · vendor's claim
+900 companies using Baremetrics for growth.
$4,000,000 in cashbaremetrics.com · vendor's claim
Use another billing tool? Send your data by API or CSV and get the same metrics.baremetrics.com · vendor's claim
Dedicated Support Repbaremetrics.com · vendor's claim
Baremetrics has three plans: Launch starts at $49/month for businesses up to $360K ARRbaremetrics.com · vendor's claim
Annual plans can come with up to a 35% discount on the listed prices.baremetrics.com · vendor's claim
Recover more than your Baremetrics cost or your next month is free.baremetrics.com · vendor's claim
This integration does not connect to individual Shopify stores.help.baremetrics.com · vendor's claim
Unlimited Integrationsbaremetrics.com · vendor's claim
All access to the Baremetrics website is restricted to HTTPS encrypted connections.baremetrics.com · vendor's claim
Baremetrics is fully committed to achieving and upholding ongoing compliance with GDPR prior to the effective date.baremetrics.com · vendor's claim
Score adjustments−0.13 points in total
From $75/mo (Launch, up to $360K ARR); FAQ lists $49/mo; up to 35% off annual plans
How to read a check: the vendor's own current page (its security or trust page, pricing, documentation, or its official app store listing) states it. We have not seen the vendors' audit reports or contracts.
U
Best for tech-savvy startups wanting open-source control over billing infrastructure.
A subscription analytics and billing platform offering a self-hosted option for full data ownership.
The free open-source edition requires manual setup and comes with community-only support.
unibee.devEditor's takeUniBee offers a free open-source self-hosted edition, so businesses keep subscription and billing data under their own control, plus cloud plans at $99 and $399 a month. Its site cites PCI-scope reduction patterns, role-based access control and audit logging. The free edition needs manual setup, typically with Docker, and has community-only support.
In their words
“opt for self-hosting to maintain complete control over your data and analytics infrastructure.”
unibee.devFit
Yes. UniBee's free open-source self-hosted edition gives complete control over data and analytics infrastructure, but needs manual setup (typically Docker) and has community-only support.
Yes. Self-hosted open source is $0; cloud Starter is $99 a month (up to 5 billing admins), Business $399 a month (up to 20); Advanced is by quote.
UniBee is scored on 1 criteria. Each one shows what we looked for and what we found, with 3 cited findings. How scoring works
UniBee supports millions of transactions, PCI-scope minimization, audit trails
Score adjustments−0.18 points in total
Free open-source self-hosted; cloud Starter $99/month (up to 5 billing admins), Business $399/month (up to 20); Advanced by quote
How to read a check: the vendor's own current page (its security or trust page, pricing, documentation, or its official app store listing) states it. We have not seen the vendors' audit reports or contracts.
No tool matches.
Ranked by score on up to nine criteria. Open Details on any row, then its evidence.
These tools do different jobs, so compare like with like: the top three for each job, in the page's order. Tap a job to filter the lists below.
GGoogle Analytics8.6NNorthbeam8.4DDreamdata8.4RRecurly9.1CChartMogul9.0EEasy Subscriptions8.8FFunnel8.9SSupermetrics8.9SSwitchboard8.7DDiscern8.8ZZoho Analytics8.8GGlew8.7MMouseflow9.0EEmplifi8.99 features across 10 products. Green is yes, red is no, grey is not published.
| Feature | Google Analytics | Northbeam | Dreamdata | Polar Analytics | AdBeacon | Measured | Adobe Marketo Measure | Attribuly | Triple Whale | MyDataNinja |
|---|---|---|---|---|---|---|---|---|---|---|
| Multi-touch attribution | Yes, data-driven attribution only | ✓ | Yes, Advanced plan (data-driven and custom models) | ✓ | Yes, paid plans (Free: first and last click only) | — | Yes, six models incl. W-shaped and custom | ✓ | ✓ | Attribution models offered, not named |
| Marketing mix modeling | — | Yes, MMM+ add-on on Enterprise | — | Incrementality lift tests (add-on); no MMM listed | Yes, Google Meridian MMM on every plan | Yes, MMM plus incrementality tests | — | — | — | — |
| Server-side tracking | — | Yes, first-party MTA tracking | First-party script, cookieless fallback | Yes, first-party Polar Pixel | ✓ | — | — | ✓ | — | Yes, first-party pixel and server-side |
| Ad platform connectors | Google Ads, SA360, DV360 native | Meta, Google, TikTok, Snap, Pinterest, Microsoft, more | Google Ads, LinkedIn Ads, Meta Ads | Meta, Google Ads, TikTok; LinkedIn, Snap, Pinterest logos | Meta, Google, TikTok, Bing, Snap, Pinterest, Amazon | Meta, Google (SA360, DV360), TikTok, Pinterest, Amazon | Google, LinkedIn, Facebook, Bing | Meta, Google, TikTok, Bing, Snapchat | Facebook, Google Ads, TikTok, Amazon | Meta, Google, TikTok, Bing |
| Ecommerce integration | — | Shopify on Starter; any platform, Professional and up | — | Yes, Shopify and Amazon; no WooCommerce found | Yes, Shopify, WooCommerce, BigCommerce | Yes, Shopify app | — | — | Yes, Shopify and Amazon | Yes, Shopify and WooCommerce |
| Conversion API sync | — | Yes, via Northbeam Apex | Yes, Activation add-on (Google, LinkedIn, Meta, Microsoft) | Yes, Google and Meta via Advertising Signals add-on | Yes, Meta (via Tether) | — | — | Yes, Meta, Google, TikTok, Bing, Snapchat | — | Yes, Google and Meta |
| Data warehouse export | Yes, BigQuery (1M events/day daily cap on free) | Data exports, Professional plan and up | Yes, BigQuery and Snowflake (add-on) | Yes, dedicated Snowflake database | — | Snowflake, Databricks listed; direction not stated | Yes, Snowflake (Azure East US 2) | Looker Studio connector, Enterprise plan | Yes, BigQuery, Snowflake, S3, GCS | — |
| Pricing unit | Free; Analytics 360 quote | Per month by pageviews | Free plan; paid plans by quote | Per month by annual GMV | Per month by tracked revenue tier | Quote | Quote | — | — | Per month by store revenue; free plan |
| SOC 2 or ISO Certified | ✓ | ✓ | ✓ | — | — | — | ✓ | — | — | — |
How to read a check: the vendor's own current page (its security or trust page, pricing, documentation, or its official app store or Zapier listing) states it. We have not seen the vendors' audit reports or contracts.
What the category is, how it developed, and what to look for. Two minutes, or the long read.
Marketing Attribution & Analytics Platforms are sophisticated software solutions designed to quantify the influence of specific marketing touchpoints on business outcomes, such as lead generation, sales opportunities, and revenue. This category covers software used to measure and assign credit to marketing interactions across the full customer acquisition lifecycle: tracking user behavior across channels (online and offline), modeling conversion paths, calculating return on ad spend (ROAS), and optimizing budget allocation based on performance data. It sits between Web Analytics (which focuses on site-level behavior and traffic) and Business Intelligence (BI) (which focuses on broader organizational data visualization). It includes both general-purpose cross-channel measurement solutions and vertical-specific platforms built for complex sectors like B2B SaaS or mobile commerce.
The core problem these platforms solve is the "black box" of marketing performance. In a fragmented media landscape where a single customer may interact with a brand via social media, paid search, email, and connected TV before converting, traditional "last-click" measurement is insufficient. These platforms ingest data from ad networks, CRMs, and site pixels to create a unified view of the customer journey. They utilize deterministic matching (linking known user IDs) and probabilistic modeling (using machine learning to estimate connections) to answer the fundamental question: "Which half of my marketing budget is wasted?"
Usage extends beyond the marketing department. While performance marketers use these tools for daily bid optimization, Finance teams rely on them for verifying Customer Acquisition Costs (CAC), and Sales leaders use the data to understand lead quality and pipeline velocity. For enterprise teams, these platforms serve as the single source of truth for media efficacy, replacing disjointed spreadsheets and platform-specific reports that often inflate performance numbers due to double-counting.
The evolution of Marketing Attribution & Analytics Platforms mirrors the increasing complexity of the internet itself. In the late 1990s and early 2000s, measurement was largely confined to server logs and basic hit counters. The launch of web analytics giants in the mid-2000s standardized the "session" as the primary unit of measurement. During this era, the "last-click" model reigned supreme because the user journey was relatively linear: a user searched, clicked, and bought. Attribution was a feature of web analytics, not a standalone software category. The gap that created this specific category emerged with the explosion of programmatic advertising and the proliferation of mobile devices in the late 2000s.
By the early 2010s, marketers faced a crisis of fragmentation. A user might see a display ad on a desktop, research on a mobile device, and convert via a direct type-in days later. CRM systems tracked the close, and ad platforms tracked the click, but nothing connected the two. This gap birthed the first wave of dedicated Multi-Touch Attribution (MTA) vendors. These early vertical SaaS providers promised to track every single touchpoint, giving rise to algorithmic models that moved beyond arbitrary rules like "first-touch" or "time-decay." This period saw significant market consolidation, as major marketing clouds acquired independent attribution pioneers to bolster their suites.
However, the narrative shifted dramatically between 2018 and 2021. The introduction of GDPR in Europe and CCPA in California, followed by major browser privacy updates (like Intelligent Tracking Prevention) and mobile operating system changes (App Tracking Transparency), shattered the deterministic tracking model. The "golden age" of tracking individual users across the entire web ended. This forced a massive pivot in the category. Buyer expectations evolved from "give me a database of every user interaction" to "give me actionable intelligence despite signal loss." Today, the market is defined by "Unified Marketing Measurement" (UMM), which blends the granular tracking of MTA with the aggregate statistical methods of Marketing Mix Modeling (MMM) to provide insights that respect privacy while delivering strategic value.
Evaluating Marketing Attribution & Analytics Platforms requires a skeptical eye, as the market is filled with "black box" solutions that promise AI-driven magic without explaining the methodology. The most critical evaluation criterion is Identity Resolution and Graph Quality. You must ask how the vendor identifies users across devices and browsers without third-party cookies. Do they rely on a proprietary device graph? Do they use fingerprinting (which is increasingly blocked)? Or do they rely on first-party data integrations? A platform that cannot articulate its identity resolution strategy in a post-cookie world is a liability.
A major red flag is a vendor that claims 100% accuracy. In the current privacy landscape, perfect deterministic attribution is impossible. Honest vendors will discuss "modeled conversions" and "statistical significance" rather than claiming to track every single penny perfectly. Another warning sign is a lack of Walled Garden visibility. Google, Meta (Facebook/Instagram), and Amazon are notoriously protective of their data. If a platform claims to have perfect insight into impression-level data inside these gardens without a certified partnership or API integration, they are likely overpromising or scraping data in non-compliant ways.
Key questions to ask vendors include: "How does your model handle view-through conversions versus click-through conversions?" View-through (credit for seeing an ad without clicking) is notoriously difficult to measure and easy to manipulate to inflate ROI. Ask for their specific methodology on "incrementality", how do they prove the ad caused the sale, rather than just correlating with it? Furthermore, inquire about Data Portability. Can you export the raw event-level data to your own data warehouse (like Snowflake or BigQuery), or is the data locked inside their dashboard? The ability to own your attribution data is critical for long-term analysis and avoiding vendor lock-in.
For Retail and E-commerce brands, the primary driver for attribution is Return on Ad Spend (ROAS) at the SKU or category level. Unlike B2B, transaction volumes are high, and sales cycles are relatively short (minutes to days). The specific need here is granular, impression-level tracking that can handle high-velocity data and attribute revenue to dynamic creative elements (e.g., which color of the shoe in the ad drove the sale?). Evaluation priorities focus heavily on integrations with shopping cart platforms (Shopify, Adobe Commerce/Magento, BigCommerce) and inventory management systems. A unique consideration is the treatment of marketplaces; brands need to know if a sale occurred on their Direct-to-Consumer (DTC) site or via Amazon, as the margin implications are drastically different. They also heavily utilize probabilistic modeling to account for cross-device behavior, such as browsing on mobile but purchasing on desktop.
Healthcare marketing attribution operates under the strictest constraints due to HIPAA in the US and GDPR in Europe. The unique consideration here is Privacy-First Measurement. Healthcare marketers cannot use standard tracking pixels that might leak Protected Health Information (PHI) to ad networks (e.g., retargeting a user based on a "cancer treatment" page visit can create serious legal risk). Evaluation priorities shift from granularity to compliance; vendors must sign Business Associate Agreements (BAAs) and utilize clean rooms or aggregate measurement methods. The specific need is to attribute patient acquisition costs without ever exposing individual patient identities. This often means relying heavily on call tracking attribution (for appointment booking) and Marketing Mix Modeling (MMM) rather than user-level multi-touch attribution.
Financial Services (banking, insurance, wealth management) face a "long cycle, high value" challenge combined with regulatory compliance (e.g., Fair Lending laws). The customer journey for a mortgage or life insurance policy can take months and involve both digital research and offline branch visits or agent phone calls. A unique consideration is Offline-to-Online Reconciliation. These institutions need platforms that can ingest secure offline conversion files (e.g., a loan being funded) and match them back to anonymous digital identifiers from months prior. Evaluation priorities include enterprise-grade security certifications (SOC 2 Type II, ISO 27001) and the ability to audit the algorithmic models to ensure they aren't inadvertently targeting or excluding protected demographics in violation of compliance standards.
Manufacturing marketing is often characterized by a B2B2C (Business to Business to Consumer) model, where the manufacturer markets to the end-user but sells through a dealer or distributor network. The specific need is attributing brand advertising (TV, Digital Display) to sales that happen in third-party retail locations where the manufacturer has no Point of Sale (POS) visibility. Evaluation priorities focus on "warranties and registrations" attribution, matching post-sale warranty registrations back to pre-sale media exposure. Unique considerations involve "channel conflict" and sharing data with dealer networks. Manufacturers often require platforms that can ingest unstructured data from disparate dealer systems to form a cohesive picture of demand generation.
For Professional Services (law firms, consultancies, agencies), the "product" is expertise, and the sales cycle is relationship-driven and non-linear. The volume of conversions is low, but the value is extremely high. Specific needs revolve around Account-Based Attribution rather than lead-based attribution. They need to know if *anyone* from a target client company visited the website, read a whitepaper, or attended a webinar, even if they didn't fill out a form. Evaluation priorities include deep integration with CRM platforms (Salesforce, HubSpot) to track "soft" touchpoints like email opens and LinkedIn engagement. A unique consideration is the heavy reliance on "dark social" (peer-to-peer sharing via email/Slack), which is notoriously hard to track but critical in this sector.
Emerging Trends 2025-2026: The dominant trend is the shift toward Hybrid Measurement or "Triangulation." This involves blending three distinct methodologies: Multi-Touch Attribution (MTA) for granular digital tracking, Marketing Mix Modeling (MMM) for holistic macro-level budgeting, and Incrementality Testing (lift studies) to validate the truth. As signal loss continues, "AI agents" are also emerging within some of these platforms: tools that don't just report data but suggest or make budget shifts (e.g., "Move $5k from Meta to TikTok") based on attribution data.
Contrarian Take: The pursuit of "perfect accuracy" in attribution is a financial trap. Most businesses would get significantly higher ROI by abandoning the quest for a "Single Source of Truth" and instead accepting a "Margin of Error" approach. The mid-market is severely over-tooled; companies earning under $50M often buy enterprise-grade attribution suites when they simply lack the data volume to make the statistical models valid. For these companies, simple "last-click" combined with post-purchase surveys ("How did you hear about us?") often outperforms a $50,000/year algorithmic platform. The industry pushes complexity because complexity sells software, but for many, simplicity yields faster, clearer decisions.
Over-Reliance on a Single Model: Far too many buyers set their platform to "Last Touch" or "First Touch" and never look back. This creates a self-fulfilling prophecy where you optimize only for the bottom or top of the funnel, eventually starving the other parts of your growth engine. Relying on a single model distorts the understanding of what truly drives conversions.
Ignoring View-Through Data: In a privacy-conscious world, click-based attribution is dying. Buyers often make the mistake of ignoring "View-Through" (impressions that didn't click but converted later) because they think it's "fluff." In reality, for channels like YouTube, Connected TV, and social, view-through is the primary value driver. Ignoring it leads to cutting high-performing awareness channels.
Buying Before Data Readiness: The most expensive mistake is purchasing a platform before having a clean data infrastructure. If your UTM taxonomy is messy, your CRM data is full of duplicates, and your website events are untagged, an attribution tool will only accelerate the speed at which you make bad decisions. Fix the data layer first; buy the tool second.
Final Decision Checklist:
Choosing the right Marketing Attribution & Analytics Platform is one of the most complex decisions a marketing leader will make. It requires balancing technical constraints, budget realities, and team capabilities. If you need help navigating this landscape or want a sounding board for your specific use case, feel free to reach out.
Email: albert@whatarethebest.com
Among the 10 general marketing attribution tools in our category-wide ranking, 4 publish prices that give a five-user monthly cost: the median is about $239 a month and the lowest $0 (Google Analytics). 3 are quote-only. Prices differ in what they include (per-seat plans, flat account fees, yearly minimums, required add-ons and onboarding fees), so each card spells out its own price, what it needs on top, and the date it was checked on the vendor's pricing page. Prices checked as of November 14, 2026.
16 of the 31 vendors (52%) offer a free plan or free tier: ChartMogul, Mouseflow, Mixpanel, Amplitude, Easy Subscriptions, Heap, and others. Counted here: a plan you can keep using without paying for this or another product, including free open-source editions; free trials and features included only with a paid subscription do not count. Free tiers usually cap users, records or features, so check the limits against your team size.
In our feature table, 16 of the 31 vendors with security details on record (52%) state on their own current security or trust page that they hold a SOC 2 report or an ISO 27001 certificate. Among the top picks: Google Analytics, Northbeam, Dreamdata, Adobe Marketo Measure. We have not seen the audit reports themselves, so ask for the report before you sign.
55% offer a public API and 39% support single sign-on. None of the top picks document both.
The 100 documented weaknesses cluster in Usability & Customer Experience (35), Value, Pricing & Transparency (29), Product Capability & Depth (23). One example from a top pick, Google Analytics: Google removed the first click, linear, time decay and position-based attribution models in November 2023, leaving only data-driven and last-click models for teams that want rule-based comparisons.
Documentation, pricing pages, security pages and third-party reviews are reviewed against up to nine criteria. Each criterion records what was found and links its sources. Penalties pull the score down and are shown with their evidence. Rank follows the score. Full methodology.
