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Ranking · Application Performance Monitoring (APM) Tools

Best Application Performance Monitoring (APM) for Ecommerce Brands

10 products scored on six criteria. Datadog leads at 9.1 and the field is tight, with 0.5 points between first and last, so read the catches before you pick. Every product opens to the evidence behind its number.

10 products scored6 criteria134 sources citedUpdated Jul 12, 2026
1 Datadogdatadoghq.com

1,000+ integrations, billing spikes on peak usage

Read the reviewVisit ↗
2 InfluxDBinfluxdata.com

InfluxDB APM costs 70% less than Datadog, needs setup

Read the reviewVisit ↗
3 New Relicnewrelic.com

New Relic offers 100GB of free monitoring monthly

Read the reviewVisit ↗
10Products
8.6 to 9.1Score spread
4Free plan or tier
01

The ranking

Order follows the score. Six little boxes show each product's criterion scores: green or red is above or below the category average, grey means too few products share that criterion to compare. The full review sits right under each one.

Nothing matches that filter here. Tap All to see every product.

1

Datadog

datadoghq.com · DataDog Modern Application Performance Monitoring · scored Dec 2025

1,000+ integrations, billing spikes on peak usage

Best forCloud-native DevOps teams managing complex microservices

Quote only SOC 2HIPAAenterprise
Top score

Unified observability platform with distributed tracing, AI root cause analysis, and 1,000-plus integrations.

Standout factReached 1,000 documented integrations in 2025, more than most competitorsitbrief.news
Biggest catchBilling charges based on peak usage (the 99th percentile hour), which can spike costs during traffic surges.signoz.io
1,000+Total integrationsitbrief.news
5 yearsGartner Leader streakdatadoghq.com
up to 52%Custom metrics share of billingsedai.io

Standout number

1,000+platform integrations reached in 2025

Source: itbrief.news

In their words

“Datadog measures your host count every hour, discards the top 1% of hours... and then bills you for the entire month based on the next highest hour.”

signoz.io

Upside

  • 1,000+ platform integrations
  • Gartner Leader 5 years running
  • AI-powered root cause analysis

Catch

  • High-water-mark billing spikes cost
  • Custom metrics add hidden fees
  • No live chat for HIPAA accounts
Pick it ifCloud-native DevOps teams managing complex microservices
Skip it ifSmall teams with limited budgets due to potential cost sprawl
PricingContact for pricing, high-water-mark billing model

Editor's takeDatadog ranks first among 10 APM tools for ecommerce brands with a 9.1 overall score. It reached 1,000 platform integrations in 2025 and has been a Gartner Observability Leader for 5 straight years. Its high-water-mark billing charges the month's peak usage hour, and custom metrics can account for over half of some customers' bills.

How does Datadog's billing model work?

It uses a high-water-mark system, measuring host count hourly and billing the month based on the highest usage hour, per a third-party pricing analysis.

How many integrations does Datadog support?

Over 1,000 as of 2025, spanning cloud providers, AI tools, and security platforms, according to Datadog's own announcement.

The evidence: 6 criteria, 3 penalties (−0.15 points)
9.5
Product Capability & DepthLooked for: We evaluate the breadth of monitoring features, tracing granularity, language support, and AI-driven analytical capabilities.Datadog offers end-to-end distributed tracing, continuous profiling, and AI-powered root cause analysis (Bits AI) across a unified platform. It supports code-level visibility for Java, Python, Go, and more, connecting frontend RUM data with backend traces to reduce resolution times.datadoghq.comdatadoghq.comdatadoghq.com
9.7
Market Credibility & Trust SignalsLooked for: We assess market leadership, public financial stability, enterprise adoption, and third-party industry recognition.Datadog is a publicly traded company (NASDAQ: DDOG) with a $53 billion market cap and widespread enterprise adoption, including major clients like Forbes. It has consistently been recognized as a Leader by Gartner for five years running (2021-2025).investing.comdatadoghq.com
8.8
Usability & Customer ExperienceLooked for: We examine interface intuitiveness, ease of deployment, documentation quality, and customer support accessibility.Users praise the clean, unified interface and easy agent installation, but note that the sheer volume of features can be overwhelming. Support is generally responsive, though specific restrictions exist for HIPAA-compliant accounts regarding live chat.datadoghq.comsoftwarereviews.comdocs.datadoghq.com
8.1
Value, Pricing & TransparencyLooked for: We analyze pricing models, hidden costs, billing predictability, and value provided relative to expense.Pricing is complex and often cited as expensive. The 'high-water mark' billing model for hosts can lead to surprise costs during usage spikes. Additional fees for custom metrics and log ingestion often result in bills significantly higher than the base rate.datadoghq.comsignoz.iosedai.io
9.9
Integrations & Ecosystem StrengthLooked for: We evaluate the number and quality of third-party integrations, API availability, and ecosystem maturity.Datadog has an industry-leading ecosystem with over 1,000 documented integrations as of 2025. This includes deep support for cloud providers (AWS, Azure, GCP), AI tools (OpenAI, Anthropic), and security platforms, allowing for a true 'single pane of glass'.datadoghq.comitbrief.newsnewsfilecorp.com
9.2
Security, Compliance & Data ProtectionLooked for: We assess compliance certifications (SOC2, HIPAA), data encryption, and tools for managing sensitive data.The platform is SOC 2 Type II compliant and supports HIPAA compliance via a Business Associate Agreement (BAA). It includes a Sensitive Data Scanner to automatically detect and redact PII/PHI in logs and traces, ensuring data safety in regulated environments.datadoghq.comdatadoghq.compaubox.com

Score adjustments−0.15 points in total

−0.05High-water mark billing charges for peak usage (99th percentile) rather than average, which can penalize auto-scaling environments.signoz.io · severity 75/100
−0.05Significant 'hidden' costs associated with custom metrics and log ingestion/retention that are billed separately from host licenses.sedai.io · severity 65/100
−0.05HIPAA-compliant customers are restricted from using standard support channels like Zendesk Live Chat.docs.datadoghq.com · severity 50/100
2

InfluxDB

influxdata.com · InfluxData APM · scored Dec 2025

InfluxDB APM costs 70% less than Datadog, needs setup

Best forEngineers wanting high-cardinality metrics, DIY dashboards, and lower infrastructure costs.

Free tier free planopen sourcetime-series
−0.1 vs #1

A time-series database turned APM backend built for engineers who configure their own observability stack.

Standout factInfluxDB priced at $6.75 versus Datadog's $23 in one direct comparison.alsargent.medium.com
Biggest catchBuilt-in visualization is limited, so most users add Grafana on top.peerspot.com
45x fasterWrite throughput vs OSSinfluxdata.com
300+Telegraf pluginsinfluxdata.com
70% cheaperCost vs Datadogalsargent.medium.com

What changed

70%cost vs Datadog

Source: alsargent.medium.com

Standout number

300+Telegraf integration plugins

Source: influxdata.com

Upside

  • Unlimited cardinality since version 3.0
  • About 70% cheaper than Datadog
  • 300+ Telegraf plugins for data

Catch

  • Not a turnkey APM tool
  • Built-in UI needs Grafana add-on
  • Steeper learning curve for non-devs
Pick it ifEngineers wanting high-cardinality metrics, DIY dashboards, and lower infrastructure costs.
Skip it ifTeams wanting a turnkey, zero-config APM with built-in dashboards.
PricingFree tier available, usage-based pricing from $0.0025/MB written

Editor's takeInfluxDB works as a build-your-own APM backend rather than a plug-and-play suite. Version 3.0 removed cardinality limits, a common bottleneck for trace-heavy APM workloads, and usage-based pricing beats Datadog on cost. Teams still need Telegraf and often Grafana for a full APM experience.

Is InfluxDB APM cheaper than Datadog?

One comparison found InfluxDB priced at $6.75 versus Datadog's $23 for a similar workload, about 70% less.

Does InfluxDB APM include built-in dashboards?

Its own UI is limited. Most users pair it with Grafana for visualization, per user reviews on PeerSpot.

The evidence: 6 criteria
9.3
Product Capability & Depthinfluxdata.com
9.0
Market Credibility & Trust Signalsinfluxdata.com
8.8
Usability & Customer Experienceinfluxdata.com
8.5
Value, Pricing & Transparencyinfluxdata.com
9.1
Integrations & Ecosystem Strengthinfluxdata.com
9.2
Security, Compliance & Data Protectioninfluxdata.com
3

New Relic

newrelic.com · New Relic APM · scored Dec 2025

New Relic offers 100GB of free monitoring monthly

Best forEngineering teams needing full-stack observability across a modern tech stack

Free tier From $99 per month free tierFedRAMPSOC 2
−0.1 vs #1

All-in-one observability platform with APM, logs and infrastructure monitoring, backed by 780+ integrations.

Standout fact12 consecutive years as a Gartner Magic Quadrant Leader for observabilitynewrelic.com
Biggest catchDefault log ingestion settings have caused unexpected billing spikes for some users.reddit.com
12 yearsGartner Leader streaknewrelic.com
100GB/moFree tier data ingestdocs.newrelic.com
780+Quickstart integrationsnewrelic.com

Standout number

100GBfree data ingest per month

Source: docs.newrelic.com

Connects to

AWSAzureGoogle CloudKubernetesOpenTelemetry780+ total

Source: newrelic.com

Upside

  • 100GB free data ingest monthly
  • 780+ quickstart integrations
  • FedRAMP Moderate and SOC 2 certified

Catch

  • Log ingestion costs can spike unexpectedly
  • Steep learning curve for beginners
  • Agents can be resource-intensive
Pick it ifEngineering teams needing full-stack observability across a modern tech stack
Skip it ifStartups with high data volume and tight budgets
PricingFree tier: 100GB/mo, paid from $99/mo

Editor's takeNew Relic has held Leader status in Gartner's Observability Magic Quadrant every year since 2012, the only vendor with that streak. Its free tier covers 100GB of data a month, a real entry point for smaller teams. The tradeoff shows up at scale. Reddit threads and G2 reviews both flag unpredictable log ingestion charges once usage grows past the free allotment.

How much does New Relic's free tier include?

The free tier covers 100GB of data ingest per month and one full platform user, with no credit card required. Paid plans start around $99 a month for teams that need more data or users.

Why do New Relic bills sometimes spike?

Default log ingestion settings can send more data than expected, and New Relic charges by usage. Users on Reddit have reported large, unexpected charges tied to log volume they did not directly control.

The evidence: 6 criteria, 3 penalties (−0.17 points)
9.3
Product Capability & DepthLooked for: We evaluate the breadth of monitoring tools, including APM, infrastructure, logs, and distributed tracing, to ensure full-stack visibility.New Relic offers a comprehensive 'all-in-one' observability platform covering APM, infrastructure, logs, synthetic monitoring, and AI-driven insights with over 30 capabilities.newrelic.comnewrelic.comsynclovis.com
9.6
Market Credibility & Trust SignalsLooked for: We look for industry recognition, market leadership status, and adoption rates among major enterprises.New Relic is a dominant market leader, recognized as a Leader in the Gartner Magic Quadrant for 12 consecutive years and serving over 18,000 paid customer accounts.gartner.comnewrelic.comnewrelic.com
8.7
Usability & Customer ExperienceLooked for: We assess the ease of setup, dashboard intuitiveness, and the learning curve for new users.While the dashboards are powerful and customizable, users frequently report a steep learning curve and a complex UI that can be overwhelming for beginners.newrelic.comg2.comatatus.com
8.3
Value, Pricing & TransparencyLooked for: We analyze pricing models, free tier generosity, and the predictability of costs at scale.New Relic offers a generous 100GB free tier, but its usage-based pricing model has drawn significant criticism for unpredictability and unexpected costs, particularly regarding log ingestion.newrelic.comdocs.newrelic.comreddit.com
9.2
Integrations & Ecosystem StrengthLooked for: We evaluate the number of third-party integrations and support for open standards like OpenTelemetry.The platform boasts over 780 integrations and strong support for OpenTelemetry, ensuring it fits seamlessly into diverse and modern technology stacks.newrelic.comnewrelic.comnewrelic.com
9.5
Security, Compliance & Data ProtectionLooked for: We verify the presence of enterprise-grade security certifications like FedRAMP, SOC 2, and HIPAA compliance.New Relic maintains high-level security authorizations including FedRAMP Moderate and SOC 2 Type 2, distinguishing it as a trusted choice for government and regulated industries.newrelic.comnewrelic.comdocs.newrelic.com

Score adjustments−0.17 points in total

−0.05Users report unexpected and significant billing spikes caused by default log ingestion settings, which some describe as 'unethical billing'.reddit.com · severity 75/100
−0.06Multiple sources cite a steep learning curve and complex UI as a barrier for new users compared to competitors.g2.com · severity 55/100
−0.06Agents are reported to be resource-intensive in some environments, consuming noticeable CPU and memory.cubeapm.com · severity 45/100
4

Sentry

sentry.io · Sentry APM for Ecommerce · scored Dec 2025

Sentry links session replay to backend errors for checkout bugs

Best forFrontend and mobile developers debugging checkout errors and abandoned carts

Free tier From $26 per month free planSOC 2HIPAA attested
−0.1 vs #1

Error tracking and session replay platform that helps ecommerce teams find broken checkout flows.

Standout factOver 100,000 organizations use Sentry, including Disney and Peloton.g2.com
Biggest catchMinidump crash events are billed as 5 standard events each, which can spike costs.getoden.com
100,000+Organizations using Sentryg2.com
$26/monthStarting pricesentry.io
5,000/monthFree tier errorsbaytechconsulting.com

By the numbers

100,000+organizations using Sentry
5,000free errors per month
$26starting price per month

Source: g2.com

Compliance

✓ SOC 2 Type II✓ ISO 27001✓ HIPAA attestation

Source: sentry.io

Upside

  • Session Replay shows cart abandonment moments
  • Free tier includes 5,000 errors monthly
  • SOC 2, ISO 27001, and HIPAA attested

Catch

  • Minidump events cost 5x standard events
  • Alerting configuration frustrates some users
  • Non-developers face a steep learning curve
Pick it ifFrontend and mobile developers debugging checkout errors and abandoned carts
Skip it ifOps teams needing deep infrastructure or network-level monitoring
PricingFrom $26/month, with a free tier of 5,000 errors and 1 user

Editor's takeSentry pairs frontend Session Replay with backend distributed tracing to connect user frustration to code failures. Over 100,000 organizations use the platform, and it holds SOC 2 Type II, ISO 27001, and HIPAA attestation. Costs can spike because minidump crash events bill at 5 times the rate of standard events.

Does Sentry work with Shopify Hydrogen?

Yes. Sentry documents specific support for Shopify's Hydrogen framework and offers real-time monitoring for Hydrogen and headless storefronts. This lets ecommerce teams trace errors from checkout through the backend API.

What does Sentry cost?

Plans start at $26 per month. A free Developer tier includes 5,000 errors and 1 user. Minidump crash events count as 5 standard events, which can raise costs at scale.

The evidence: 6 criteria, 2 penalties (−0.09 points)
9.3
Product Capability & DepthLooked for: We evaluate the platform's ability to monitor full-stack ecommerce flows, specifically looking for error tracking, performance tracing, and visual debugging tools.Sentry provides deep code-level visibility with features like Session Replay to visualize user frustration (e.g., rage clicks) and distributed tracing to link frontend cart errors to backend API failures.sentry.iosentry.ioblog.sentry.io
9.5
Market Credibility & Trust SignalsLooked for: We assess the vendor's adoption among major enterprises and their adherence to industry-standard compliance frameworks.Sentry is widely adopted by over 100,000 organizations, including major brands like Disney and Peloton, and holds top-tier security certifications.g2.comsentry.io
8.9
Usability & Customer ExperienceLooked for: We examine the ease of setup, developer experience, and the intuitiveness of the interface for debugging complex issues.Users consistently praise the 'developer-first' workflow and easy setup, though some non-technical users find the alerting configuration and UI navigation complex.sentry.iog2.comg2.com
8.5
Value, Pricing & TransparencyLooked for: We analyze the pricing model's clarity, the value provided at different tiers, and the predictability of costs as usage scales.Sentry offers a generous free tier and transparent base pricing, but volume-based billing (errors/spans) can lead to unpredictable costs during traffic spikes.sentry.iobaytechconsulting.comgetoden.com
9.0
Ecommerce Integrations & EcosystemLooked for: We look for specific integrations with ecommerce platforms and frameworks that enable seamless monitoring of online stores.Sentry offers specialized support for modern ecommerce stacks, including Shopify Hydrogen, React Router, and Next.js, enabling deep visibility into storefront performance.sentry.iosentry.zendesk.comsentry.io
9.4
Security, Compliance & Data ProtectionLooked for: We evaluate the platform's ability to secure sensitive customer data, including PII scrubbing and encryption standards.Sentry employs industry-leading security measures including AES-256 encryption, PII scrubbing tools, and comprehensive compliance certifications.sentry.ioassets.ctfassets.netsentry.io

Score adjustments−0.09 points in total

−0.04Users report challenges with managing error quotas and unexpected billing spikes, particularly regarding 'minidump' events which count as 5 standard events.getoden.com · severity 60/100
−0.05Some users find the alerting system ineffective or lacking in critical notification features compared to dedicated incident management tools.g2.com · severity 50/100
5

IBM Instana

ibm.com · IBM APM for Ecommerce · scored Dec 2025

1-second data granularity, but pricey for small teams

Best forHigh-volume ecommerce running Kubernetes and needing zero data sampling

From $20 per month APMObservabilityEcommerce
−0.2 vs #1

IBM Instana delivers full-stack observability with 1-second, unsampled metrics built for high-volume ecommerce platforms.

Standout factDuring Black Friday, Instana ingested close to 1 million spans per second for IBM Sterling OMSibm.com
Biggest catchPricing is transparent but reviewers consistently call it expensive for startups and smaller teams.g2.com
1 secondMetric granularityibm.com
~1MPeak spans/sec (Sterling OMS)ibm.com
$20/mo/hostStarting pricetrustradius.com

Standout number

1Mspans per second handled during Black Friday peak (Sterling OMS)

Source: ibm.com

Starting price

$20/mo/hostEssentials tier, Standard tier runs $75/mo/host

Upside

  • 1-second metric granularity, no sampling
  • Zero-configuration automated discovery
  • Deep WebSphere and SAP integration

Catch

  • Expensive for small businesses
  • Steep learning curve reported
  • Complex user interface for beginners
Pick it ifHigh-volume ecommerce running Kubernetes and needing zero data sampling
Skip it ifSmall, low-traffic sites needing basic, low-cost monitoring
PricingFrom $20/month per host (Essentials tier)

Editor's takeInstana captures 100% of transactions at 1-second granularity instead of sampling, a difference that mattered when IBM's own Sterling OMS ingested close to 1 million spans per second during Black Friday without incident. It supports over 300 technologies including deep sensors for legacy IBM WebSphere and SAP environments, unusual depth for enterprise commerce stacks. Pricing is public starting at $20 a month per host, but G2 reviewers still call it expensive next to sampled competitors.

Is IBM Instana pricing public?

Yes. Essentials starts at $20 a month per managed virtual server and Standard at $75, though reviewers note the total cost adds up quickly for smaller teams.

Does IBM Instana sample transaction data?

No. It captures 100% of transactions at 1-second granularity, unlike many competitors that sample data, which matters most during high-traffic events like Black Friday.

The evidence: 6 criteria, 3 penalties (−0.15 points)
9.3
Product Capability & DepthLooked for: We look for full-stack monitoring, automated discovery, and distributed tracing capabilities essential for complex e-commerce architectures.IBM Instana provides automated full-stack observability with 1-second metric granularity and no sampling, capturing 100% of transactions. It supports over 300 technologies, including deep tracing for microservices, Kubernetes, and legacy IBM middleware.ibm.comibm.comibm.com
9.1
Market Credibility & Trust SignalsLooked for: We assess market leadership, user adoption, and validation from major enterprise clients in the retail and software sectors.IBM Instana is recognized as a Leader in G2 reports and is trusted by major global enterprises like SIXT, Mizuho, and IBM's own Sterling Order Management System for critical high-volume operations.g2.comibm.comibm.com
8.6
Usability & Customer ExperienceLooked for: We evaluate the ease of setup, user interface intuitiveness, and the learning curve for operations teams.While the 'zero-configuration' agent deployment is highly praised, users consistently report a steep learning curve and a complex user interface that can be overwhelming for beginners.ibm.comg2.comg2.com
8.5
Value, Pricing & TransparencyLooked for: We look for transparent public pricing, flexible licensing models, and clear ROI for businesses of various sizes.Pricing is transparently listed (starting around $20/host), which is rare for enterprise tools. However, it is frequently cited as expensive for smaller teams or startups compared to competitors.ibm.comtrustradius.comg2.com
9.0
E-commerce Ecosystem & IntegrationsLooked for: We check for specific support for e-commerce platforms (WebSphere, SAP, Magento) and critical retail infrastructure.Instana offers deep, native monitoring for IBM WebSphere, Sterling OMS, and SAP environments, making it uniquely suited for large-scale legacy and modern e-commerce stacks.ibm.comibm.comdiscovery-center.cloud.sap
9.5
Scalability & High-Volume PerformanceLooked for: We examine the tool's ability to handle extreme traffic spikes (e.g., Black Friday) without data loss or sampling.The platform's 1-second granularity and lack of sampling are critical differentiators, proven to handle millions of spans per second during major retail events.ibm.comibm.comyoutube.com

Score adjustments−0.15 points in total

−0.06Users frequently report a steep learning curve and find the user interface challenging to navigate, particularly for advanced features.g2.com · severity 60/100
−0.04Multiple reviews cite the product as expensive, making it less accessible for startups or smaller teams compared to other market options.g2.com · severity 50/100
−0.05Some users have noted that log management capabilities and integration with certain tools like Cognos need improvement.peerspot.com · severity 40/100
6

eG Enterprise

eginnovations.com · eG Enterprise APM · scored Dec 2025

eG Enterprise prices by OS, learning curve stays steep

Best forEnterprises managing Citrix or VDI alongside web apps

From $100 per month Citrix monitoringSOC 2 Type 2ISO 27001
−0.3 vs #1

Converged application and infrastructure monitoring across 500+ tech stacks with deep Citrix expertise.

Standout factSupports over 500 technology stacks and prices per operating system rather than per core or JVM.eginnovations.com
Biggest catchUsers consistently describe a steep learning curve requiring significant training due to the extensive tech stack coverage.g2.com
500+Technology stacks supportedeginnovations.com
$125/monthSaaS starting priceeginnovations.com

Standout number

500+technology stacks supported

Source: eginnovations.com

Starting price

$125/moSaaS starting price, licensed per OS

Upside

  • 500+ technology stacks supported
  • OS-based licensing, cost-predictable
  • Deep Citrix/VDI monitoring expertise

Catch

  • Steep learning curve
  • Complex initial setup
  • Dashboard customization is limited
Pick it ifEnterprises managing Citrix or VDI alongside web apps
Skip it ifCloud-native DevOps teams wanting lightweight error tracking
PricingSaaS from $125/month; subscription from $100/month

Editor's takeeG Enterprise converges application and infrastructure monitoring across more than 500 technology stacks, with particularly deep support for Citrix and VDI environments that generalist APM tools handle poorly. Its OS-based licensing charges per server operating system rather than per JVM or CPU core, which the vendor says makes costs more predictable in dense environments, and it holds the SOC 2 Type 2, ISO 27001 and CSA STAR trifecta. The breadth comes at a cost in complexity: G2 reviewers consistently describe a steep learning curve that requires real training time to master.

How is eG Enterprise priced differently from other APM tools?

It licenses per operating system rather than per JVM, CPU core or agent, which the vendor positions as more cost-effective for dense server environments. SaaS pricing starts at $125 a month.

Is eG Enterprise good for Citrix environments?

Yes, it has particularly deep expertise in Citrix and VDI monitoring, a specialization that sets it apart from more generalist cloud-native APM competitors.

The evidence: 6 criteria, 3 penalties (−0.16 points)
9.0
Product Capability & DepthLooked for: We evaluate the breadth of full-stack monitoring, including distributed tracing, code-level diagnostics, and AIOps capabilities.eG Enterprise delivers converged application and infrastructure monitoring across 500+ technology stacks, including deep support for Citrix, SAP, and Java. It features patented AIOps for automated root-cause diagnosis and distributed transaction tracing.eginnovations.comeginnovations.comeginnovations.com
9.2
Market Credibility & Trust SignalsLooked for: We assess industry recognition, analyst reports, awards, and verified customer sentiment.eG Innovations is a recognized player with a 'Champion' status in SoftwareReviews' 2023 Emotional Footprint and historical inclusion in Gartner Magic Quadrants. It holds verified SOC 2 Type 2 compliance, signaling strong operational maturity.eginnovations.comeginnovations.com
8.5
Usability & Customer ExperienceLooked for: We examine the user interface, ease of setup, learning curve, and quality of customer support.While users praise the 'single pane of glass' visibility and excellent support, multiple reviews cite a steep learning curve and complex initial configuration due to the tool's extensive feature set.eginnovations.comg2.comg2.com
8.9
Value, Pricing & TransparencyLooked for: We analyze pricing models, transparency, and reported return on investment compared to competitors.eG Enterprise uses a unique OS-based licensing model (per server OS) rather than per-core or per-JVM, which is often more cost-effective for dense environments. Pricing starts clearly at ~$100-$125/month for SaaS.eginnovations.comeginnovations.comeginnovations.com
9.1
Integrations & Ecosystem StrengthLooked for: We evaluate the breadth of supported technologies, third-party integrations, and API capabilities.eG Enterprise supports a massive ecosystem of 500+ technologies, including specialized support for Citrix, VDI, and SAP, alongside standard cloud platforms (AWS, Azure) and ITSM tools like ServiceNow.eginnovations.commarketplace.microsoft.com
9.4
Security, Compliance & Data ProtectionLooked for: We verify security certifications, data handling standards, and compliance with enterprise regulations.The platform has achieved SOC 2 Type 2 certification and ISO/IEC 27001:2022 compliance. It is also AWS Well-Architected and listed in the Cloud Security Alliance (CSA) STAR registry.eginnovations.comeginnovations.com

Score adjustments−0.16 points in total

−0.06Users consistently report a steep learning curve and complex initial configuration due to the extensive feature set.g2.com · severity 60/100
−0.05Documented room for improvement in specific network metrics like application TCP latency.peerspot.com · severity 40/100
−0.05Some users note limitations in dashboard customization options compared to other enterprise tools.peerspot.com · severity 40/100
7

Elastic APM

elastic.co · Elastic APM OpenTelemetry · scored Dec 2025

Elastic APM leads Gartner, but data costs scale fast

Best forTeams already on the ELK Stack wanting native OpenTelemetry, self-hosted for free.

Free tier open sourceOpenTelemetryGartner Leader
−0.3 vs #1

An open-source APM platform built on native OpenTelemetry support and AI-assisted troubleshooting.

Standout factNamed a Leader in the 2024 Gartner Magic Quadrant for Observability Platforms.elastic.co
Biggest catchHigh-cardinality data can drive unexpected cost increases if not managed.elastic.co
2024 Magic Quadrant LeaderGartner recognitionelastic.co
14 daysFree trial
Java, Python, Node.js, .NET, iOS, AndroidEDOT languages supportedbusinesswire.com

Standout number

2024Gartner Magic Quadrant Leader for Observability

Source: elastic.co

The thing people get wrong

OpenTelemetry support is just a compatibility layer

Elastic APM Server ingests OTLP data natively, without external exporters

Source: elastic.co

Upside

  • Native OpenTelemetry protocol support
  • 2024 Gartner Magic Quadrant Leader
  • AI Assistant explains errors, suggests fixes

Catch

  • Steep learning curve for beginners
  • High-cardinality data raises costs
  • Complex setup for non-technical teams
Pick it ifTeams already on the ELK Stack wanting native OpenTelemetry, self-hosted for free.
Skip it ifTeams wanting a fully managed SaaS APM with zero infrastructure maintenance.
PricingFree tier available. Consumption-based pricing beyond that

Editor's takeElastic APM treats OpenTelemetry as a native format rather than a bolt-on, which sets it apart from vendors that only accept OTel through a translation layer. A 2024 Gartner Magic Quadrant Leader placement backs the credibility claim. The tradeoffs are real, setup demands technical skill, and consumption-based pricing can spike when metrics carry high cardinality.

Does Elastic APM support OpenTelemetry natively?

Yes. Elastic APM Server accepts the OpenTelemetry protocol directly, so traces and metrics can ship from applications without a separate exporter, according to Elastic's documentation.

Why might Elastic APM cost more than expected?

Pricing is consumption-based, tied to data ingest and retention. High-cardinality attributes can make metrics expensive fast, per Elastic's own best-practices guidance.

The evidence: 6 criteria, 3 penalties (−0.16 points)
9.0
Product Capability & DepthLooked for: Native OpenTelemetry support, distributed tracing capabilities, and integration depth with the broader observability stack.Elastic APM natively supports the OpenTelemetry protocol (OTLP), allowing direct ingestion of traces, metrics, and logs without external exporters. It offers 'Elastic Distributions of OpenTelemetry' (EDOT) which enhance standard OTel SDKs with proprietary features like inferred spans and automatic infrastructure metrics.elastic.coelastic.coelastic.co
9.4
Market Credibility & Trust SignalsLooked for: Industry recognition, analyst rankings, and adoption by major enterprises in the observability space.Elastic was named a Leader in the 2024 Gartner Magic Quadrant for Observability Platforms. The company is a major contributor to the OpenTelemetry project and widely recognized for its ELK stack heritage.elastic.coetedge-insights.com
8.6
Usability & Customer ExperienceLooked for: Ease of setup, interface intuitiveness, and quality of documentation for diverse technical teams.While users praise the intuitive charts and search capabilities, reviews consistently highlight a steep learning curve and complex setup for non-technical teams compared to competitors like Datadog.g2.comthectoclub.com
8.7
Value, Pricing & TransparencyLooked for: Transparent pricing models, free tier availability, and cost-effectiveness at scale.Elastic uses a consumption-based pricing model that charges for data ingest and retention. While flexible, high-cardinality data can lead to unexpected costs if not managed carefully.elastic.coelastic.coelastic.co
9.1
Integrations & Ecosystem StrengthLooked for: Breadth of supported languages, frameworks, and third-party tool integrations via OpenTelemetry.Elastic supports a vast ecosystem through native OTel ingestion and its own EDOT SDKs for Java, Python, Node.js, .NET, and more. It integrates seamlessly with the broader Elastic Stack (Kibana, Elasticsearch).businesswire.comelastic.co
8.9
AI-Driven Insights & RemediationLooked for: AI capabilities for root cause analysis, anomaly detection, and automated troubleshooting.Elastic's AI Assistant, powered by the Elasticsearch Relevance Engine (ESRE), offers context-aware insights, explains errors, and suggests remediations using generative AI.elastic.coelastic.codatacentre.solutions

Score adjustments−0.16 points in total

−0.06Users consistently report a steep learning curve and complex setup process compared to competitors, particularly for non-technical teams.thectoclub.com · severity 60/100
−0.04High-cardinality data can lead to significant and unexpected cost increases if not actively managed.signoz.io · severity 50/100
−0.06Using 'contrib' OpenTelemetry collectors or SDKs instead of Elastic's distributions may limit access to certain enterprise APM features.elastic.co · severity 45/100
8

NetScout

netscout.com · NetScout APM · scored Dec 2025

NetScout delivered a 234% ROI over three years

Best forLarge enterprises with complex hybrid networks needing packet-level visibility

Quote only packet inspectionenterpriseSOC 2
−0.3 vs #1

Agentless, packet-based application performance monitoring using deep packet inspection at 10Gbps+ scale.

Standout factA Forrester study commissioned by NetScout found a 234% ROI over three years.netscout.com
Biggest catchUsers consistently report a steep learning curve, often requiring a NetScout expert for initial setup.g2.com
234%3-year ROI (Forrester study)netscout.com
10Gbps+Line rate scalabilitynet-measure.com

Standout number

234%3-year ROI per a Forrester study commissioned by NetScout

Source: netscout.com

Good fit if you need

  • Agentless, packet-level network visibility
  • Scale to 10Gbps+ line rates
  • A simple, self-serve tool with no training

Upside

  • Agentless deep packet inspection
  • Scales to 10Gbps+ line rates
  • 234% ROI documented over 3 years

Catch

  • Steep learning curve and complexity
  • High cost prohibitive for SMBs
  • UI described as non-intuitive
Pick it ifLarge enterprises with complex hybrid networks needing packet-level visibility
Skip it ifCloud-native startups wanting code-level profiling instead
PricingCustom quote only; no free trial available

Editor's takeNetScout's nGeniusONE analyzes wire data through deep packet inspection instead of installing code-level agents, letting it monitor physical, virtual, and cloud environments at once. It scales to multiple 10 Gbps line rates and doubles as a security tool by feeding the same packet data into threat detection. A Forrester study commissioned by NetScout found 234 percent ROI over three years for large deployments, but G2 reviewers describe a steep learning curve that often requires a NetScout expert to configure, and pricing stays a custom quote with no free trial.

Does NetScout require installing agents on every server?

No. It uses agentless deep packet inspection to analyze network traffic, avoiding the overhead of code-injected monitoring agents.

What ROI does NetScout claim?

A Forrester Total Economic Impact study commissioned by NetScout found a 234 percent ROI over three years for its nGenius platform.

The evidence: 6 criteria, 2 penalties (−0.12 points)
9.1
Product Capability & DepthLooked for: We evaluate the depth of monitoring features, specifically the ability to analyze application performance across complex, hybrid environments without intrusive agents.NetScout nGeniusONE utilizes patented Adaptive Service Intelligence (ASI) for agentless, packet-level visibility, distinguishing it from code-injection APM tools by focusing on wire data to analyze interactions across physical, virtual, and cloud environments.netscout.comnetscout.comaws.amazon.com
9.3
Market Credibility & Trust SignalsLooked for: We assess the vendor's industry standing, financial stability, and adoption by major enterprise organizations.NetScout is a long-standing, NASDAQ-listed industry leader (NTCT) founded in 1984, trusted by Fortune 100 companies and major service providers for mission-critical service assurance.g2.comyoutube.compeerspot.com
8.1
Usability & Customer ExperienceLooked for: We examine the ease of setup, user interface intuitiveness, and the learning curve required to operate the platform effectively.While powerful, the platform is consistently described as having a steep learning curve and complex interface, often requiring specialized training or dedicated experts to manage effectively.netscout.comg2.comtrustradius.com
8.5
Value, Pricing & TransparencyLooked for: We evaluate pricing transparency, cost-effectiveness relative to features, and return on investment for the target market.NetScout is a premium, high-cost solution often viewed as expensive for SMBs, but it delivers documented high ROI for large enterprises through reduced downtime and tool consolidation.netscout.comnetscout.compeerspot.com
9.5
Scalability & PerformanceLooked for: We assess the platform's ability to handle high-volume traffic and scale across geographically distributed, enterprise-grade networks without performance degradation.Scalability is a core strength, with the ability to handle multiple 10 Gbps line rates and support massive, distributed networks where other tools might falter.net-measure.comdlt.compeerspot.com
9.2
Security & Network VisibilityLooked for: We look for the integration of security monitoring within the performance management framework, leveraging packet data for threat detection.NetScout uniquely leverages its packet-level visibility for both performance and security (NDR), integrating with DDoS protection to offer a 'Visibility Without Borders' approach.g2.comg2.comg2.com

Score adjustments−0.12 points in total

−0.08Users consistently report a steep learning curve and complex setup process, noting that the interface is not intuitive and often requires specialized training or external experts to operate effectively.g2.com · severity 75/100
−0.04The product is frequently cited as expensive and cost-prohibitive for small to medium-sized businesses (SMBs), with a lack of transparent public pricing.peerspot.com · severity 60/100
9

AWS APM

aws.amazon.com · scored Dec 2025

AWS APM auto-instruments Lambda, pricing can shock

Best forOrganizations running 100% AWS infrastructure, especially serverless apps.

AWS-nativeOpenTelemetryauto-instrumentation
−0.4 vs #1

Native AWS application monitoring using CloudWatch Application Signals and X-Ray, with zero-config tracing.

Standout factAWS supports 143 security standards and compliance certifications, including HIPAA and FedRAMP.aws.amazon.com
Biggest catchCloudWatch custom metric pricing can run roughly 6x Datadog's pricing if unmanaged.reddit.com
143Compliance certificationsaws.amazon.com

Standout number

143security and compliance certifications

Source: aws.amazon.com

In their words

“The cloudwatch custom metric pricing is literally 6x the datadog pricing.”

reddit.com

Upside

  • Zero-config auto-instrumentation
  • Supports OpenTelemetry standard
  • 143 compliance certifications

Catch

  • Custom metrics can cost 6x Datadog
  • UI less intuitive than competitors
  • Tracing weaker outside AWS ecosystem
Pick it ifOrganizations running 100% AWS infrastructure, especially serverless apps.
Skip it ifMulti-cloud or hybrid teams needing one unified monitoring view.
PricingPay-as-you-go; no published flat rate

Editor's takeAWS APM, through CloudWatch Application Signals and X-Ray, auto-instruments Java, Python, .NET, and Node.js apps with no manual setup, discovering services and dependencies automatically. Its native reach across Lambda, ECS, and EKS is unmatched for AWS-only shops. The pricing model draws consistent complaints: one Reddit thread pegs custom metric costs at roughly 6 times Datadog's, and the interface trails dedicated APM tools for ease of navigation.

How is AWS APM priced?

It runs on a pay-as-you-go model with separate charges for metrics, API requests, and log ingestion. Reviewers on Dev.to and Reddit report this structure can cause unexpected bill spikes if usage is not actively managed.

Does AWS APM work outside AWS?

Tracing can be limited once requests leave the AWS ecosystem, with third-party traces sometimes ending abruptly, according to Lumigo's review of AWS X-Ray.

The evidence: 6 criteria, 3 penalties (−0.18 points)
8.9
Product Capability & DepthLooked for: We evaluate the breadth of monitoring features, including distributed tracing, auto-instrumentation, and service-level objective (SLO) tracking capabilities.AWS APM, primarily through CloudWatch Application Signals and X-Ray, offers auto-instrumentation for Java, Python, .NET, and Node.js, enabling automatic discovery of services and dependencies. It provides distributed tracing, real-time service maps, and integrated SLO monitoring to track performance against business goals without custom code.aws.amazon.comaws.amazon.comdocs.aws.amazon.com
9.5
Market Credibility & Trust SignalsLooked for: We assess the vendor's market standing, adoption rates, and reputation for reliability and security in the enterprise space.As the leading cloud provider, AWS sets the industry standard for reliability and scale. Its APM tools are built on the same infrastructure powering the world's largest enterprises, supported by a massive ecosystem of partners and certified professionals.gartner.comaws.amazon.com
8.2
Usability & Customer ExperienceLooked for: We look for intuitive user interfaces, ease of navigation between logs and traces, and the quality of out-of-the-box dashboards.While functional, the user interface is frequently cited as less intuitive than competitors like Datadog. Users report that navigating between different monitoring components (logs, metrics, traces) can be disjointed, although the new Application Signals feature aims to unify these views.docs.aws.amazon.comg2.comg2.com
8.4
Value, Pricing & TransparencyLooked for: We analyze the pricing model for flexibility, predictability, and hidden costs associated with scaling metrics and traces.The pay-as-you-go model offers flexibility without upfront contracts, but complex pricing structures for custom metrics, API requests, and log ingestion can lead to unexpected high bills. Cost optimization requires active management of data retention and sampling rates.aws.amazon.comdev.toreddit.com
9.4
Integrations & Ecosystem StrengthLooked for: We evaluate how well the product integrates with the host cloud environment and third-party tools.The product offers unmatched native integration with AWS services like Lambda, ECS, EKS, and API Gateway, requiring zero configuration for basic telemetry. It also supports the open-source OpenTelemetry standard, allowing data portability and integration with a wide range of third-party tools.aws.amazon.comaws-otel.github.iodocs.aws.amazon.com
9.6
Security, Compliance & Data ProtectionLooked for: We assess the security features, encryption standards, and compliance certifications relevant to enterprise data protection.AWS APM inherits the platform's rigorous security posture, including granular IAM permissions, VPC integration, and encryption at rest and in transit. It meets strict regulatory requirements for government, healthcare, and financial sectors.aws.amazon.compeerspot.comserverlessland.com

Score adjustments−0.18 points in total

−0.05The pricing model is complex, with separate charges for metrics, APIs, and logs, leading to frequent reports of unexpected 'bill shock' for unoptimized configurations.dev.to · severity 70/100
−0.06Users consistently report that the user interface is less intuitive and harder to navigate compared to competitors like Datadog, with disjointed workflows between logs and traces.g2.com · severity 60/100
−0.07Tracing capabilities can be limited when requests leave the AWS ecosystem, with third-party traces sometimes ending abruptly or lacking detail compared to full-stack APM solutions.lumigo.io · severity 50/100
10

Salesforce APM

salesforce.com · scored Dec 2025

Native Performance Monitoring Built Into Salesforce

Best forEnterprises running Commerce Cloud who need visibility into Salesforce-only limits.

APMSalesforceEnterprise Monitoring
−0.5 vs #1

Scale Center and Event Monitoring surface Salesforce-specific issues like row locks and governor limits that outside tools miss.

Standout factEvent Monitoring can store logs for up to 365 days for compliance retention.doug-merrett.medium.com
Biggest catchEvent Monitoring through Salesforce Shield is priced at roughly 10% to 30% of net spend.spin.ai

The thing people get wrong

Third-party APM tools can see everything happening inside Salesforce.

External tools cannot see native constraints like row locks or governor limits, only Salesforce's own Scale Center and Event Monitoring can.

Best and worst criterion

9.4Market Credibility & Trust Signals
1.6 gap
7.8Value, Pricing & Transparency

Upside

  • Sees native limits like row locks and governor limits
  • 365-day log retention available for compliance
  • AI-driven code insights via ApexGuru

Catch

  • Event Monitoring priced as % of net spend
  • Raw logs need extra visualization tools
  • Scale Center limited to top editions
Pick it ifEnterprises running Commerce Cloud who need visibility into Salesforce-only limits.
Skip it ifTeams monitoring non-Salesforce microservices or general infrastructure.
PricingScale Center is included free on Unlimited and Signature editions. Shield Event Monitoring costs 10% to 30% of net spend.

Editor's takeSalesforce APM is the only tool that sees inside the platform's own multi-tenant limits, like row locks and governor limit exhaustion. That depth comes at a cost, since Event Monitoring is billed as a percentage of total spend rather than a flat fee.

What does Salesforce APM monitor that other tools cannot?

Scale Center and Event Monitoring track Salesforce-specific constraints such as row lock errors, concurrent Apex errors, and governor limit usage, which sit inside the platform and are invisible to external monitoring tools.

How is Salesforce APM priced?

Scale Center is free on Unlimited Edition and Signature Success plans. Shield Event Monitoring is billed as a percentage of net spend, around 10% for Event Monitoring alone or 30% for the full Shield suite.

The evidence: 6 criteria, 3 penalties (−0.18 points)
8.9
Product Capability & DepthLooked for: We evaluate the breadth of monitoring features, specifically real-time metrics, code-level diagnostics, and native integration with the platform's unique architecture.Salesforce APM capabilities are delivered primarily through Scale Center and Event Monitoring, offering deep visibility into Apex execution, row locks, and governor limits that external tools often miss.salesforce.comsalesforceben.comtitandxp.com
9.4
Market Credibility & Trust SignalsLooked for: We assess the vendor's standing, adoption by enterprises, and reliability of the infrastructure supporting the monitoring tools.As a first-party solution built directly into the Salesforce platform, it offers unmatched reliability and trust for enterprise customers, particularly those with strict compliance needs.salesforce.comhelp.salesforce.comhelp.salesforce.com
8.2
Usability & Customer ExperienceLooked for: We look for ease of setup, intuitive dashboards, and how actionable the data is without requiring extensive configuration or external tools.Scale Center offers a user-friendly UI, but Event Monitoring raw logs are difficult to consume without purchasing additional visualization tools like CRM Analytics or Splunk.salesforce.comdoug-merrett.medium.comsalesforceben.com
7.8
Value, Pricing & TransparencyLooked for: We evaluate the cost relative to features, transparency of pricing models, and accessibility for different business sizes.Pricing is complex and expensive; Scale Center requires top-tier editions, while Shield Event Monitoring costs a percentage of net spend, which can be prohibitive.salesforce.comspin.aihelp.salesforce.com
9.1
Scalability & Performance OptimizationLooked for: We examine the tool's ability to handle high volumes, diagnose concurrency issues, and support enterprise-grade performance testing.This is the product's strongest niche, with specialized tools to detect row locks, concurrent Apex errors, and database CPU spikes that third-party tools cannot see.salesforce.commirketa.comsfconnect.medium.com
9.3
Security, Compliance & Data ProtectionLooked for: We look for audit trails, threat detection, data retention policies, and compliance certifications relevant to the platform.Event Monitoring is a robust forensic tool for security, tracking every interaction and offering extended retention options for compliance.salesforce.comtitandxp.comdoug-merrett.medium.com

Score adjustments−0.18 points in total

−0.05High Cost Model: Event Monitoring is priced as a percentage of net spend (typically 10-30% for Shield), which can be extremely expensive for large contracts.spin.ai · severity 70/100
−0.06Raw Data Accessibility: Event Log Files are provided as CSVs inside blobs, often requiring additional paid tools (like CRM Analytics) or complex ETL to visualize.doug-merrett.medium.com · severity 60/100
−0.07Edition Gating: Key APM features like Scale Center are not available to Professional or Enterprise Edition customers without purchasing expensive add-ons or upgrades.help.salesforce.com · severity 55/100
02

Side by side

10 features across 10 products. Green is yes, red is no, grey is not published.

FeatureDatadogInfluxDBNew RelicSentryIBM InstanaeG EnterpriseElastic APMNetScoutAWS APMSalesforce APM
Has Mobile App
Has Free Plan
Has Free Trial Contact for trial Contact for trial Contact for trial Contact for trial
Integrates With Zapier
Has Public API Enterprise API only Enterprise API only Enterprise API only
Live Chat Support Email/Ticket only Email/Ticket only Email/Ticket only Email/Ticket only Email/Ticket only Email/Ticket only Email/Ticket only
SOC 2 or ISO Certified
Popular Integrations Slack, AWS, Azure Grafana, Telegraf, Kapacitor AWS, Azure, Google Cloud GitHub, Slack, Jira IBM Cloud, AWS, Azure Citrix, VMware, Microsoft Kibana, Logstash, Beats Cisco, VMware, Microsoft AWS Lambda, AWS EC2, AWS S3 Salesforce, Slack, Google Workspace
Supports SSO Enterprise plans only Enterprise plans only Enterprise plans only
Starting Price Contact for pricing Free tier $99 per month $26 per month $20 per month $100 per month Free tier Contact for pricing Pay-as-you-go Contact for pricing
03

How we chose

Four fixed criteria for every product, plus two chosen for Application Performance Monitoring (APM) for Ecommerce Brands, weighted and reduced by documented penalties.

Full methodology
Criteria set for this categoryProduct Capability & Depth, Market Credibility & Trust Signals, Usability & Customer Experience, Value, Pricing & Transparency, Security, Compliance & Data Protection, Integrations & Ecosystem Strength
Evidence, then a scoreDocumentation, pricing pages, security pages and third-party reviews. Each criterion records what was found and links its sources.
Penalties, then a rankDocumented problems pull the score down with their evidence attached. Rank follows the score. Sponsored rows, where present, are labelled.
iVendors cannot buy a position. Every score rests on published evidence, documented problems pull it down, and a 9.1 here is not a 9.1 in another category.
Albert Richer
Albert RicherFounder · Memphis, TN

Sets the criteria and reviews the evidence before a ranking publishes. Email him if something here looks wrong.

04

Questions people ask

How does Datadog's billing model work?

It uses a high-water-mark system, measuring host count hourly and billing the month based on the highest usage hour, per a third-party pricing analysis.

How many integrations does Datadog support?

Over 1,000 as of 2025, spanning cloud providers, AI tools, and security platforms, according to Datadog's own announcement.

Is InfluxDB APM cheaper than Datadog?

One comparison found InfluxDB priced at $6.75 versus Datadog's $23 for a similar workload, about 70% less.

Does InfluxDB APM include built-in dashboards?

Its own UI is limited. Most users pair it with Grafana for visualization, per user reviews on PeerSpot.

How much does New Relic's free tier include?

The free tier covers 100GB of data ingest per month and one full platform user, with no credit card required. Paid plans start around $99 a month for teams that need more data or users.

Why do New Relic bills sometimes spike?

Default log ingestion settings can send more data than expected, and New Relic charges by usage. Users on Reddit have reported large, unexpected charges tied to log volume they did not directly control.

Does Sentry work with Shopify Hydrogen?

Yes. Sentry documents specific support for Shopify's Hydrogen framework and offers real-time monitoring for Hydrogen and headless storefronts. This lets ecommerce teams trace errors from checkout through the backend API.

What does Sentry cost?

Plans start at $26 per month. A free Developer tier includes 5,000 errors and 1 user. Minidump crash events count as 5 standard events, which can raise costs at scale.

How is the best Application Performance Monitoring (APM) for Ecommerce Brands decided?

Every product is scored on six criteria for this category, with cited evidence and documented penalties. Rank follows the overall score. Vendors cannot pay for a position.

How often is this ranking updated?

Products are re-scored when pricing, features or evidence change. This ranking was last updated July 12, 2026.

05

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