# MaxoPerf

MaxoPerf is a cloud load and performance testing platform for teams that need managed runners, private load locations, repeatable test runs, and useful run results.

## Primary pages
- Home: https://maxoperf.com/
- Solutions: https://maxoperf.com/solutions/
- Pricing: https://maxoperf.com/pricing/
- Developers: https://maxoperf.com/developers/
- Docs: https://maxoperf.com/docs/
- Comparisons: https://maxoperf.com/compare/
- Glossary: https://maxoperf.com/glossary/

## Product docs
- FAQ: https://maxoperf.com/docs/faq
- MaxoPerf docs: https://maxoperf.com/docs/docs
- Release notes: https://maxoperf.com/docs/release-notes
- MaxoPerf agents — build and run tests from any AI coding agent: https://maxoperf.com/docs/agents
- How to use this library: https://maxoperf.com/docs/academy/how-to-use-this-library
- Testing Academy: https://maxoperf.com/docs/academy
- Create fleets from AI agents (MCP & IDE): https://maxoperf.com/docs/browser-fleets/agents-and-mcp
- Learning paths: https://maxoperf.com/docs/academy/learning-paths
- Billing, limits & error reference: https://maxoperf.com/docs/browser-fleets/billing-and-limits
- Connect a client to a fleet: https://maxoperf.com/docs/browser-fleets/connect
- Browser fleets — a managed Selenium Grid & Playwright endpoint: https://maxoperf.com/docs/browser-fleets
- Playwright quickstart: https://maxoperf.com/docs/browser-fleets/quickstart-playwright
- Selenium quickstart: https://maxoperf.com/docs/browser-fleets/quickstart-selenium
- Account overview & active runs: https://maxoperf.com/docs/console-guide/account-overview-active-runs
- AI steps: https://maxoperf.com/docs/console-guide/ai-steps
- Describe with AI: https://maxoperf.com/docs/console-guide/describe-with-ai
- Billing: https://maxoperf.com/docs/console-guide/billing
- Ideas Portal: https://maxoperf.com/docs/console-guide/ideas-portal
- Console Guide: https://maxoperf.com/docs/console-guide
- Members & invites: https://maxoperf.com/docs/console-guide/members-and-invites
- Navigating the console: https://maxoperf.com/docs/console-guide/navigating-the-console
- Projects: https://maxoperf.com/docs/console-guide/projects
- Private datacenters: https://maxoperf.com/docs/console-guide/private-datacenters
- Secrets: https://maxoperf.com/docs/console-guide/secrets
- Settings: https://maxoperf.com/docs/console-guide/settings
- Teams: https://maxoperf.com/docs/console-guide/teams
- Runs — read results: https://maxoperf.com/docs/console-guide/runs-read-results
- Tests — create and configure: https://maxoperf.com/docs/console-guide/tests-create-and-configure
- Workspaces: https://maxoperf.com/docs/console-guide/workspaces
- Automate test dependencies: https://maxoperf.com/docs/dependencies/automate
- Bind a browser fleet to a test: https://maxoperf.com/docs/dependencies/browser-fleets
- Test dependencies: https://maxoperf.com/docs/dependencies
- How to use test dependencies: https://maxoperf.com/docs/dependencies/how-to
- What happens at run time: https://maxoperf.com/docs/dependencies/run-time
- Bind a secret to a test: https://maxoperf.com/docs/dependencies/secrets
- Bind a tunnel to a test: https://maxoperf.com/docs/dependencies/tunnels
- Bind a virtual service to a test: https://maxoperf.com/docs/dependencies/virtual-services
- Build reporting dashboards: https://maxoperf.com/docs/how-to/build-reporting-dashboards
- Change virtual users mid-run: https://maxoperf.com/docs/how-to/change-virtual-users-mid-run
- Connect AI tools (MCP setup): https://maxoperf.com/docs/how-to/connect-ai-tools
- Connect a private datacenter: https://maxoperf.com/docs/how-to/connect-private-datacenter-outpost
- Control a Gatling run while it is running: https://maxoperf.com/docs/how-to/control-gatling-runs-live
- Getting started with Maxoperf: https://maxoperf.com/docs/how-to/getting-started
- Inspect error response bodies: https://maxoperf.com/docs/how-to/inspect-error-response-bodies
- Get an API key: https://maxoperf.com/docs/how-to/get-an-api-key
- Install the MaxoPerf skill: https://maxoperf.com/docs/how-to/install-maxoperf-skill
- Live JMeter properties: https://maxoperf.com/docs/how-to/live-jmeter-properties
- Make your test controllable mid-run: https://maxoperf.com/docs/how-to/make-your-test-live-controllable
- Manage test secrets: https://maxoperf.com/docs/how-to/manage-test-secrets
- Read run results and logs: https://maxoperf.com/docs/how-to/read-run-results
- Record browser tests — video, steps, HAR & console: https://maxoperf.com/docs/how-to/record-browser-tests-video-har-console-steps
- Run tests from CI: https://maxoperf.com/docs/how-to/run-tests-from-ci
- Run your first test: https://maxoperf.com/docs/how-to/run-your-first-test
- Schedule recurring tests: https://maxoperf.com/docs/how-to/schedule-recurring-tests
- Secrets and environments: https://maxoperf.com/docs/how-to/secrets-and-environments
- Test against MaxoMart (demo shop): https://maxoperf.com/docs/how-to/test-against-maxomart-demo-shop
- Upgrade or cancel your plan: https://maxoperf.com/docs/how-to/upgrade-or-cancel-your-plan
- Upload test files: https://maxoperf.com/docs/how-to/upload-test-files
- What each executor supports at runtime: https://maxoperf.com/docs/how-to/what-each-executor-supports-at-runtime
- Loadrigo — the in-console AI assistant: https://maxoperf.com/docs/loadrigo
- Using Loadrigo: https://maxoperf.com/docs/loadrigo/using-loadrigo
- Connect your AI agent to MCP: https://maxoperf.com/docs/mcp/connect
- MCP server — connect any AI agent to MaxoPerf: https://maxoperf.com/docs/mcp
- How to use notifications: https://maxoperf.com/docs/notifications/how-to
- MCP tools reference: https://maxoperf.com/docs/mcp/tools
- Notifications — alerts when runs finish: https://maxoperf.com/docs/notifications
- API reference: https://maxoperf.com/docs/reference/api-reference
- Public origin contract: https://maxoperf.com/docs/reference/public-origin-contract
- Status page: https://maxoperf.com/docs/reference/status-page
- How to use test data: https://maxoperf.com/docs/test-data/how-to
- Test data — feed every virtual user its own rows: https://maxoperf.com/docs/test-data
- Browser tests: https://maxoperf.com/docs/tests-builders/browser-tests
- Executors: https://maxoperf.com/docs/tests-builders/executors
- Functional API tests: https://maxoperf.com/docs/tests-builders/functional-api-tests
- Tests & builders: https://maxoperf.com/docs/tests-builders
- Performance tests: https://maxoperf.com/docs/tests-builders/performance-tests
- Scriptless test builders: https://maxoperf.com/docs/tests-builders/scriptless-builders
- Billing payment issues: https://maxoperf.com/docs/troubleshooting/billing-payment-issues
- Run stuck or failed: https://maxoperf.com/docs/troubleshooting/run-stuck-or-failed
- Runners not allocating: https://maxoperf.com/docs/troubleshooting/runners-not-allocating
- Create a tunnel: https://maxoperf.com/docs/tunnels/create-a-tunnel
- Tunnels — expose a local port on a public {name}.maxoperf-tunnel.com URL: https://maxoperf.com/docs/tunnels
- Build a VarioTest: https://maxoperf.com/docs/variotest/build-a-variotest
- Worked example: mixed traffic VarioTest: https://maxoperf.com/docs/variotest/example-mixed-traffic
- Compose & transaction groups: https://maxoperf.com/docs/virtual-services/compose-and-groups
- VarioTest — composite multi-scenario tests: https://maxoperf.com/docs/variotest
- Create and deploy a virtual service: https://maxoperf.com/docs/virtual-services/create-and-deploy
- Virtual services — mock any dependency, on infrastructure you choose: https://maxoperf.com/docs/virtual-services
- AI API scalability — stress, spike, and soak: https://maxoperf.com/docs/academy/ai-testing/ai-api-scalability-stress-soak
- State & scenarios: https://maxoperf.com/docs/virtual-services/state-and-scenarios
- AI load test failure criteria and run comparison: https://maxoperf.com/docs/academy/ai-testing/ai-load-test-failure-criteria
- AI load testing — do and don't: https://maxoperf.com/docs/academy/ai-testing/ai-testing-do-and-dont
- AI performance testing overview: https://maxoperf.com/docs/academy/ai-testing
- Inference cost and token budget testing: https://maxoperf.com/docs/academy/ai-testing/inference-cost-and-token-budget-testing
- AI performance testing glossary: https://maxoperf.com/docs/academy/ai-testing/ai-testing-glossary
- LLM performance and load testing: https://maxoperf.com/docs/academy/ai-testing/llm-performance-and-load-testing
- RAG pipeline load testing: https://maxoperf.com/docs/academy/ai-testing/rag-pipeline-load-testing
- Streaming and token latency testing: https://maxoperf.com/docs/academy/ai-testing/streaming-and-token-latency-testing
- Common pitfalls and anti-patterns: https://maxoperf.com/docs/academy/best-practices/common-pitfalls-anti-patterns
- Designing realistic load: https://maxoperf.com/docs/academy/best-practices/designing-realistic-load
- Do & Don't — best practices: https://maxoperf.com/docs/academy/best-practices
- Interpreting results dos and don'ts: https://maxoperf.com/docs/academy/best-practices/interpreting-results-dos-and-donts
- Pre-flight checklist: https://maxoperf.com/docs/academy/best-practices/pre-flight-checklist
- Safe and ethical load testing: https://maxoperf.com/docs/academy/best-practices/safe-and-ethical-load-testing
- Test data dos and don'ts: https://maxoperf.com/docs/academy/best-practices/test-data-dos-and-donts
- By engine — choosing and using your test engine: https://maxoperf.com/docs/academy/by-engine
- Gatling and Locust on MaxoPerf: https://maxoperf.com/docs/academy/by-engine/gatling-and-locust
- JMeter JMX on MaxoPerf: https://maxoperf.com/docs/academy/by-engine/jmeter-jmx-on-maxoperf
- k6 scripts on MaxoPerf: https://maxoperf.com/docs/academy/by-engine/k6-scripts-on-maxoperf
- Selenium browser tests on MaxoPerf: https://maxoperf.com/docs/academy/by-engine/selenium-browser-tests
- Taurus executor catalog: https://maxoperf.com/docs/academy/by-engine/taurus-executors-catalog
- Taurus fundamentals: https://maxoperf.com/docs/academy/by-engine/taurus-fundamentals
- Browser performance do / don't: https://maxoperf.com/docs/academy/browser-performance-testing/browser-performance-do-and-dont
- Browser vs protocol load — the tradeoff: https://maxoperf.com/docs/academy/browser-performance-testing/browser-vs-protocol-load
- Daily browser performance scenarios: https://maxoperf.com/docs/academy/browser-performance-testing/daily-scenarios
- Frontend web vitals under load: https://maxoperf.com/docs/academy/browser-performance-testing/frontend-web-vitals-under-load
- Hybrid load architecture: https://maxoperf.com/docs/academy/browser-performance-testing/hybrid-load-architecture
- Browser performance testing: https://maxoperf.com/docs/academy/browser-performance-testing
- Selenium performance testing in MaxoPerf: https://maxoperf.com/docs/academy/browser-performance-testing/selenium-performance-testing
- Playwright for performance testing: https://maxoperf.com/docs/academy/browser-performance-testing/playwright-performance-testing
- Cache hit/miss testing: https://maxoperf.com/docs/academy/cdn-testing/cache-hit-miss-testing
- Cache invalidation and purge testing: https://maxoperf.com/docs/academy/cdn-testing/cache-invalidation-purge-testing
- Cache key and Vary testing: https://maxoperf.com/docs/academy/cdn-testing/cache-key-and-vary-testing
- CDN testing do and don't: https://maxoperf.com/docs/academy/cdn-testing/cdn-do-and-dont
- Day-to-day CDN scenarios: https://maxoperf.com/docs/academy/cdn-testing/daily-scenarios
- CDN testing overview: https://maxoperf.com/docs/academy/cdn-testing
- Multi-region edge performance: https://maxoperf.com/docs/academy/cdn-testing/multi-region-edge-performance
- Origin shield and offload testing: https://maxoperf.com/docs/academy/cdn-testing/origin-shield-offload-testing
- TTFB and asset delivery: https://maxoperf.com/docs/academy/cdn-testing/ttfb-and-asset-delivery
- Anatomy of a load test result: https://maxoperf.com/docs/academy/foundations/anatomy-of-a-load-test-result
- Baselines, SLOs, and error budgets: https://maxoperf.com/docs/academy/foundations/baselines-slos-and-error-budgets
- Choosing safe test environments: https://maxoperf.com/docs/academy/foundations/choosing-safe-test-environments
- Core metrics explained: https://maxoperf.com/docs/academy/foundations/core-metrics-explained
- How much load do you need?: https://maxoperf.com/docs/academy/foundations/how-much-load-do-you-need
- Foundations: https://maxoperf.com/docs/academy/foundations
- Latency percentiles deep dive: https://maxoperf.com/docs/academy/foundations/latency-percentiles-deep-dive
- Open vs closed workload models: https://maxoperf.com/docs/academy/foundations/open-vs-closed-workload-models
- Performance vs other testing: https://maxoperf.com/docs/academy/foundations/performance-vs-other-testing
- Ramp-up, think time, and pacing: https://maxoperf.com/docs/academy/foundations/ramp-up-think-time-and-pacing
- Virtual users and concurrency: https://maxoperf.com/docs/academy/foundations/virtual-users-and-concurrency
- What is performance testing?: https://maxoperf.com/docs/academy/foundations/what-is-performance-testing
- Auth login + token capture flow: https://maxoperf.com/docs/academy/cookbook/auth-login-token-flow
- Build a reporting dashboard: https://maxoperf.com/docs/academy/cookbook/build-a-reporting-dashboard
- CI-gated performance test: https://maxoperf.com/docs/academy/cookbook/ci-gated-performance-test
- Comparing runs and baselines: https://maxoperf.com/docs/academy/cookbook/comparing-runs-and-baselines
- Composite VarioTest scenarios: https://maxoperf.com/docs/academy/cookbook/composite-variotest-scenarios
- Correlation and dynamic values: https://maxoperf.com/docs/academy/cookbook/correlation-dynamic-values
- CSV data-driven test: https://maxoperf.com/docs/academy/cookbook/csv-data-driven-test
- Failure criteria pass/fail gates: https://maxoperf.com/docs/academy/cookbook/failure-criteria-pass-fail-gates
- File upload multipart test: https://maxoperf.com/docs/academy/cookbook/file-upload-multipart-test
- Cookbook — MaxoPerf recipes: https://maxoperf.com/docs/academy/cookbook
- Multi-region distributed load: https://maxoperf.com/docs/academy/cookbook/multi-region-distributed-load
- Overnight soak test: https://maxoperf.com/docs/academy/cookbook/overnight-soak-test
- Private datacenter (Outpost) test: https://maxoperf.com/docs/academy/cookbook/private-datacenter-outpost-test
- REST API CRUD load test: https://maxoperf.com/docs/academy/cookbook/rest-api-crud-load-test
- RPS-controlled throughput test: https://maxoperf.com/docs/academy/cookbook/rps-controlled-throughput-test
- Scheduled regression test: https://maxoperf.com/docs/academy/cookbook/scheduled-regression-test
- Selenium browser load test: https://maxoperf.com/docs/academy/cookbook/selenium-browser-load-test
- Spike and recover: https://maxoperf.com/docs/academy/cookbook/spike-and-recover
- Staged ramp profile: https://maxoperf.com/docs/academy/cookbook/staged-ramp-profile
- Backend API and leaderboard testing: https://maxoperf.com/docs/academy/game-network-testing/backend-api-and-leaderboard-testing
- Daily scenarios — game & network load testing recipes: https://maxoperf.com/docs/academy/game-network-testing/daily-scenarios
- Game & network load testing — do and don't: https://maxoperf.com/docs/academy/game-network-testing/game-network-do-and-dont
- Game server load testing: https://maxoperf.com/docs/academy/game-network-testing/game-server-load-testing
- Game & network performance testing: https://maxoperf.com/docs/academy/game-network-testing
- Latency, jitter, and packet loss: https://maxoperf.com/docs/academy/game-network-testing/latency-jitter-packet-loss
- Launch spike and soak: https://maxoperf.com/docs/academy/game-network-testing/launch-spike-and-soak
- Matchmaking and lobby testing: https://maxoperf.com/docs/academy/game-network-testing/matchmaking-and-lobby-testing
- Network emulation conditions: https://maxoperf.com/docs/academy/game-network-testing/network-emulation-conditions
- Real-time protocols — WebSocket, TCP, and UDP for games: https://maxoperf.com/docs/academy/game-network-testing/realtime-protocols-websocket-udp
- Daily mainframe scenarios: https://maxoperf.com/docs/academy/mainframe-testing/daily-scenarios
- DB2 and batch testing: https://maxoperf.com/docs/academy/mainframe-testing/db2-and-batch-testing
- Mainframe performance testing: https://maxoperf.com/docs/academy/mainframe-testing
- JMeter plugins for mainframe: https://maxoperf.com/docs/academy/mainframe-testing/jmeter-plugins-for-mainframe
- Mainframe do and don't: https://maxoperf.com/docs/academy/mainframe-testing/mainframe-do-and-dont
- CICS/IMS transaction testing: https://maxoperf.com/docs/academy/mainframe-testing/cics-ims-transaction-testing
- MQ and messaging testing: https://maxoperf.com/docs/academy/mainframe-testing/mq-and-messaging-testing
- TN3270 terminal emulation testing: https://maxoperf.com/docs/academy/mainframe-testing/tn3270-terminal-emulation-testing
- BFCM readiness checklist: https://maxoperf.com/docs/academy/peak-events-testing/bfcm-readiness-checklist
- Capacity planning and traffic modeling: https://maxoperf.com/docs/academy/peak-events-testing/capacity-planning-and-traffic-modeling
- BFCM countdown calendar: https://maxoperf.com/docs/academy/peak-events-testing/daily-scenarios
- Peak events — Black Friday & Cyber Monday: https://maxoperf.com/docs/academy/peak-events-testing
- End-to-end journey load: https://maxoperf.com/docs/academy/peak-events-testing/end-to-end-journey-load
- Peak events do and don't: https://maxoperf.com/docs/academy/peak-events-testing/peak-events-do-and-dont
- Realistic peak load profiles: https://maxoperf.com/docs/academy/peak-events-testing/realistic-peak-load-profiles
- Soak and stability for multi-hour sales: https://maxoperf.com/docs/academy/peak-events-testing/soak-and-stability
- Spike and stress for sales events: https://maxoperf.com/docs/academy/peak-events-testing/spike-and-stress-for-sales
- Third-party and payment dependencies: https://maxoperf.com/docs/academy/peak-events-testing/third-party-and-payment-dependencies
- War-room and runbook: https://maxoperf.com/docs/academy/peak-events-testing/war-room-and-runbook
- API performance test: https://maxoperf.com/docs/academy/test-types/api-performance-test
- Baseline regression test: https://maxoperf.com/docs/academy/test-types/baseline-regression-test
- Breakpoint / capacity test: https://maxoperf.com/docs/academy/test-types/breakpoint-capacity-test
- Configuration test: https://maxoperf.com/docs/academy/test-types/configuration-test
- Frontend / browser performance test: https://maxoperf.com/docs/academy/test-types/frontend-browser-performance-test
- Test types: https://maxoperf.com/docs/academy/test-types
- Load test: https://maxoperf.com/docs/academy/test-types/load-test
- Scalability test: https://maxoperf.com/docs/academy/test-types/scalability-test
- Smoke test: https://maxoperf.com/docs/academy/test-types/smoke-test
- Soak / endurance test: https://maxoperf.com/docs/academy/test-types/soak-endurance-test
- Spike test: https://maxoperf.com/docs/academy/test-types/spike-test
- Stress test: https://maxoperf.com/docs/academy/test-types/stress-test
- Volume test: https://maxoperf.com/docs/academy/test-types/volume-test
- Engines and tooling glossary: https://maxoperf.com/docs/academy/glossary/engines-and-tooling
- Academy Glossary: https://maxoperf.com/docs/academy/glossary
- Load modeling glossary: https://maxoperf.com/docs/academy/glossary/load-modeling
- MaxoPerf platform glossary: https://maxoperf.com/docs/academy/glossary/maxoperf-platform
- Metrics and results glossary: https://maxoperf.com/docs/academy/glossary/metrics-and-results
- SRE and reliability glossary: https://maxoperf.com/docs/academy/glossary/sre-and-reliability
- Test types glossary: https://maxoperf.com/docs/academy/glossary/test-types-glossary
- ABR adaptive bitrate testing: https://maxoperf.com/docs/academy/video-streaming-testing/abr-adaptive-bitrate-testing
- Concurrent viewers load testing: https://maxoperf.com/docs/academy/video-streaming-testing/concurrent-viewers-load
- Daily streaming scenarios: https://maxoperf.com/docs/academy/video-streaming-testing/daily-scenarios
- DRM and token auth testing: https://maxoperf.com/docs/academy/video-streaming-testing/drm-and-token-auth-testing
- HLS and DASH manifest and segment testing: https://maxoperf.com/docs/academy/video-streaming-testing/hls-dash-manifest-and-segment-testing
- Video streaming testing overview: https://maxoperf.com/docs/academy/video-streaming-testing
- Live event streaming load testing: https://maxoperf.com/docs/academy/video-streaming-testing/live-event-streaming-load
- Startup time and rebuffering QoE: https://maxoperf.com/docs/academy/video-streaming-testing/startup-time-and-rebuffering-qoe
- Video streaming do and don't: https://maxoperf.com/docs/academy/video-streaming-testing/video-streaming-do-and-dont
- GraphQL load testing: https://maxoperf.com/docs/academy/by-engine/protocols/graphql
- gRPC load testing: https://maxoperf.com/docs/academy/by-engine/protocols/grpc
- HTTP and REST load testing: https://maxoperf.com/docs/academy/by-engine/protocols/http-and-rest
- SOAP and XML load testing: https://maxoperf.com/docs/academy/by-engine/protocols/soap-and-xml
- WebSocket load testing: https://maxoperf.com/docs/academy/by-engine/protocols/websocket

- API reference (Scalar): https://maxoperf.com/reference/

## Use cases
- AI inference load testing: https://maxoperf.com/use-cases/ai-inference-load-testing/
- Frontend browser performance testing: https://maxoperf.com/use-cases/frontend-browser-performance-testing/
- Microservices SLO validation: https://maxoperf.com/use-cases/microservices-slo-validation/
- Peak traffic readiness: https://maxoperf.com/use-cases/peak-traffic-readiness/
- Regression and baseline testing: https://maxoperf.com/use-cases/regression-and-baseline-testing/
- Results analysis and reporting: https://maxoperf.com/use-cases/results-analysis-and-reporting/
- Streaming and media load testing: https://maxoperf.com/use-cases/streaming-and-media-load-testing/
- Synthetic monitoring: https://maxoperf.com/use-cases/synthetic-monitoring/
- API performance testing: https://maxoperf.com/use-cases/api-performance-testing/
- CI/CD performance gates: https://maxoperf.com/use-cases/ci-cd-performance-gates/
- Cloud load testing: https://maxoperf.com/use-cases/cloud-load-testing/
- Private load generation: https://maxoperf.com/use-cases/private-load-generation/

## Comparisons
- MaxoPerf vs Azure Load Testing alternative: https://maxoperf.com/compare/azure-load-testing-alternative/
- MaxoPerf vs Gatling Enterprise alternative: https://maxoperf.com/compare/gatling-alternative/
- MaxoPerf vs LoadRunner Cloud alternative: https://maxoperf.com/compare/loadrunner-cloud-alternative/
- MaxoPerf vs OctoPerf alternative: https://maxoperf.com/compare/octoperf-alternative/
- MaxoPerf vs BlazeMeter alternative: https://maxoperf.com/compare/blazemeter-alternative/
- MaxoPerf vs Grafana k6 Cloud alternative: https://maxoperf.com/compare/grafana-k6-cloud-alternative/
- MaxoPerf vs NeoLoad alternative: https://maxoperf.com/compare/neoload-alternative/

## Articles
- Self-Hosted vs Managed Load Testing: A Practical Decision Framework: https://maxoperf.com/blog/self-hosted-vs-managed-load-testing/
- Performance Testing Platform Buyer’s Checklist: https://maxoperf.com/blog/performance-testing-platform-buyers-checklist/
- Turning Load-Test Results into a Capacity Plan: https://maxoperf.com/blog/load-test-capacity-planning/
- Recording vs Scripting a Load Test: Where Recorded Journeys Break Down: https://maxoperf.com/blog/recording-vs-scripting-load-tests/
- Diagnosing Database Bottlenecks During a Load Test: https://maxoperf.com/blog/database-bottlenecks-load-testing/
- Distributed Load-Test Architecture: Controllers, Workers, and Result Flow: https://maxoperf.com/blog/distributed-load-test-architecture/
- Load Testing Paginated and Rate-Limited APIs: https://maxoperf.com/blog/load-testing-rate-limited-apis/
- How to Refactor a JMX File Before It Becomes Unmaintainable: https://maxoperf.com/blog/refactor-jmeter-jmx/
- Correlation in Load Testing: Dynamic Tokens, IDs, and Multi-Step Flows: https://maxoperf.com/blog/load-testing-correlation-dynamic-values/
- Pokémon GO at 50× Forecast Traffic: Planning for the Estimate You Missed: https://maxoperf.com/blog/pokemon-go-50x-traffic/
- WebSocket Load Testing: Connections, Messages, and Long-Lived Sessions: https://maxoperf.com/blog/websocket-load-testing/
- When Taurus Is the Right Control Layer for Your Load Tests: https://maxoperf.com/blog/taurus-load-testing-control-layer/
- Making Performance Tests Deterministic Enough for CI: https://maxoperf.com/blog/deterministic-performance-tests-ci/
- gRPC Load Testing: Streams, Deadlines, and Backpressure: https://maxoperf.com/blog/grpc-load-testing/
- Error Rates Under Load: The Failures Hidden by Successful Averages: https://maxoperf.com/blog/error-rates-under-load/
- The 2016 eCensus Outage: Why Capacity Tests Alone Were Not Enough: https://maxoperf.com/blog/ecensus-outage-capacity-testing/
- Load Testing Microservices Without Creating an Unrealistic End-to-End Test: https://maxoperf.com/blog/microservices-load-testing/
- JMeter GUI vs Non-GUI Mode: Where Each One Belongs: https://maxoperf.com/blog/jmeter-gui-vs-non-gui/
- Comparing Load-Test Runs Without Mistaking Noise for Regression: https://maxoperf.com/blog/compare-load-test-runs/
- GraphQL Load Testing: Queries, Mutations, and Expensive Resolver Paths: https://maxoperf.com/blog/graphql-load-testing/
- Parameterized Test Data Without Cache Bias or Duplicate-User Failures: https://maxoperf.com/blog/parameterized-test-data-cache-bias/
- Roblox’s 2021 Outage: Why Recovery and Cache Warming Matter: https://maxoperf.com/blog/roblox-2021-outage-cache-warming/
- Finding the Throughput Knee Before Your System Falls Over: https://maxoperf.com/blog/throughput-knee-load-testing/
- Is Your Load Generator the Bottleneck? How to Find Out: https://maxoperf.com/blog/load-generator-bottleneck/
- Load Testing Authentication, Sessions, and Token Refresh Safely: https://maxoperf.com/blog/load-testing-authentication-sessions/
- How to Organize a k6 Test Suite for a Growing Engineering Team: https://maxoperf.com/blog/organize-k6-test-suite/
- Think Time, Pacing, and Session Length: Making Virtual Users Behave Like People: https://maxoperf.com/blog/think-time-pacing-session-length/
- Performance Testing in CI/CD: PR, Nightly, and Release-Test Cadence: https://maxoperf.com/blog/performance-testing-ci-cd-cadence/
- How to Read a Latency Histogram Without Fooling Yourself: https://maxoperf.com/blog/read-latency-histograms/
- Healthcare.gov’s Launch: What Incomplete End-to-End Testing Costs: https://maxoperf.com/blog/healthcare-gov-performance-testing/
- How to Debug a Load Test Before You Scale It: https://maxoperf.com/blog/debug-load-test-before-scaling/
- Performance Thresholds That Catch Regressions Without Blocking Every Build: https://maxoperf.com/blog/performance-test-thresholds/
- Arrival Rate vs Concurrency: Open and Closed Workload Models: https://maxoperf.com/blog/arrival-rate-vs-concurrency/
- The Pre-Run Load Testing Checklist That Prevents Misleading Results: https://maxoperf.com/blog/pre-run-load-testing-checklist/
- Browser vs Protocol Load Testing: When You Need One—or Both: https://maxoperf.com/blog/browser-vs-protocol-load-testing/
- How to Turn Production Analytics into Weighted User Journeys: https://maxoperf.com/blog/weighted-user-journeys-analytics/
- Building a Production-Like Test Environment Without Cloning Production: https://maxoperf.com/blog/production-like-performance-test-environment/
- The Ticketmaster Eras Tour On-Sale: What 3.5 Billion Requests Teach About Admission Control: https://maxoperf.com/blog/ticketmaster-eras-tour-load-testing/
- Little’s Law for Load Testers: Concurrency, Throughput, and Time: https://maxoperf.com/blog/littles-law-load-testing/
- Staging or Production? Where Should You Run Load Tests?: https://maxoperf.com/blog/staging-vs-production-load-testing/
- Why Average Response Time Lies Under Load: https://maxoperf.com/blog/average-response-time-under-load/
- k6 vs JMeter: Choosing for Your Team, Not a Benchmark: https://maxoperf.com/blog/k6-vs-jmeter/
- Performance Test Requirements: 12 Questions to Answer Before You Script: https://maxoperf.com/blog/performance-test-requirements/
- Virtual Users vs Requests per Second: Which Load Model Should You Use?: https://maxoperf.com/blog/virtual-users-vs-requests-per-second/
- From Production Traffic to a Load-Test Plan: A Practical Workflow: https://maxoperf.com/blog/from-production-traffic-to-load-test-plan/
- The Black Friday wall of shame: a decade of outages, and the tests that would have caught them: https://maxoperf.com/blog/black-friday-wall-of-shame/
- A year of load failures: what broke, why, and how to test for it: https://maxoperf.com/blog/a-year-of-load-failures/
- ARC Raiders passed its pre-launch stress test — then overloaded anyway. Here's the soak lesson.: https://maxoperf.com/blog/arc-raiders-server-overload/
- AWS US-East-1 outage (October 2025): when recovery itself becomes the failure: https://maxoperf.com/blog/aws-us-east-1-outage-october-2025/
- Battlefield 6 launch server queues — what 500,000 players waiting tells you about load testing: https://maxoperf.com/blog/battlefield-6-launch-server-queues/
- Best Buy's Black Friday 2025 crash: what every retail team can learn about seasonal demand spikes: https://maxoperf.com/blog/best-buy-black-friday-crash-2025/
- Cloudflare outage (November 2025): the hard size limit that crashed a global proxy: https://maxoperf.com/blog/cloudflare-outage-november-2025/
- Clerk Cloud SQL migration outage — when a database operation becomes a load event: https://maxoperf.com/blog/clerk-cloud-sql-migration-outage/
- Fiserv/Zelle banking outage 2025 — when a shared platform goes down, everyone goes down: https://maxoperf.com/blog/fiserv-zelle-banking-outage-2025/
- GitHub capacity outages 2025–2026 — what a year of failures teaches about load testing: https://maxoperf.com/blog/github-capacity-outages-2025-2026/
- Google Cloud outage (June 2025): the retry flood that extended a 40-minute fix into 3 hours: https://maxoperf.com/blog/google-cloud-outage-june-2025/
- Hollow Knight Silksong crashed Steam and three storefronts — the scheduled-release spike every publisher should test for: https://maxoperf.com/blog/hollow-knight-silksong-storefront-crash/
- IRS "Where's My Refund?" went down during peak filing season — what every team can learn: https://maxoperf.com/blog/irs-wheres-my-refund-outage-2026/
- NEET UG 2025 results day crash — what 2 million simultaneous logins look like: https://maxoperf.com/blog/neet-2025-results-day-crash/
- Netflix NFL Christmas streaming issues — the live-event load problem with no time-shift: https://maxoperf.com/blog/netflix-nfl-christmas-streaming-issues/
- The Odyssey IMAX ticket onsale crash: what flash-sale concurrency really looks like: https://maxoperf.com/blog/odyssey-imax-ticket-onsale-crash/
- OpenAI ChatGPT outage June 2025 — an illustrative AI-capacity story: https://maxoperf.com/blog/openai-chatgpt-outage-june-2025/
- Shopify's Cyber Monday 2025 outage: what a shared auth chokepoint looks like under peak merchant load: https://maxoperf.com/blog/shopify-cyber-monday-outage-2025/
- Slack outage May 2025 — when infrastructure growth outpaces static configuration: https://maxoperf.com/blog/slack-outage-may-2025/
- SSA "My Social Security" portal crashes — the cost of skipping a load test before launch: https://maxoperf.com/blog/ssa-website-crashes-2025/
- Stranger Things S5 premiere outage — when 30% extra capacity still isn't enough: https://maxoperf.com/blog/stranger-things-5-netflix-outage/
- UK banks payday outages 2025 — when month-end peak meets a fragile shared dependency: https://maxoperf.com/blog/uk-banks-payday-outages-2025/
- API performance testing as a release gate: https://maxoperf.com/blog/api-performance-testing-ci-gates/
- When private load generation beats public runners: https://maxoperf.com/blog/private-load-generation-byoc/
- Pair load tests with live observability: https://maxoperf.com/blog/observability-during-a-run/
- Why teams move load testing to the cloud: https://maxoperf.com/blog/why-cloud-load-testing/

## Glossary
- BYOC: https://maxoperf.com/glossary/byoc/
- Core Web Vitals: https://maxoperf.com/glossary/core-web-vitals/
- Error budget: https://maxoperf.com/glossary/error-budget/
- p95 and p99 latency: https://maxoperf.com/glossary/p95-p99-latency/
- Requests per second (RPS): https://maxoperf.com/glossary/requests-per-second/
- Run artifacts: https://maxoperf.com/glossary/run-artifacts/
- Service Level Objective (SLO): https://maxoperf.com/glossary/slo/
- Taurus: https://maxoperf.com/glossary/taurus/
- Virtual users (VUs): https://maxoperf.com/glossary/virtual-users/

Notes: public marketing pages avoid implementation details and do not claim customer logos, certifications, reviews, or benchmark numbers that are not published.