AI Agentic Testing for AWS Lambda

Autonomously test, diagnose, and heal AWS Lambda functions and serverless workflows. Simulate real events (API Gateway, SQS, SNS, EventBridge, DynamoDB Streams, S3), validate IAM and environment configs, catch cold starts, timeouts, retries, and DLQs—all in a secure cloud-sandbox integrated with your IDE and AI tools.

TestSprite AWS Lambda Testing Dashboard

Seamlessly Integrates With Your Favorite AI-Powered Editors

Visual Studio Code Visual Studio Code
Cursor Cursor
Trae Trae
Claude Claude
Windsurf Windsurf
Customer
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The first fully autonomous Lambda testing agent in your IDE. Ideal for serverless and event-driven teams building with AI.

DashCheck

Model the Events You Rely On

TestSprite automatically generates and runs tests that simulate real Lambda triggers—API Gateway proxy events, SQS and SNS messages, EventBridge schedules, DynamoDB stream records, and S3 object events—so your functions behave correctly across end-to-end flows.

DocHappy

Understand Your Serverless Intent

Parses PRDs and infers behavior from your codebase and IaC (SAM/Serverless Framework/CDK). Normalizes requirements into a structured internal PRD, aligns tests to business rules, validates IAM policies, env vars, timeouts, memory, and concurrency settings.

Shield

Validate Behavior, Scale, and Resilience

Executes tests in cloud sandboxes that mimic production. Verifies error handling, retries, DLQ routing, idempotency, cold starts, throttling, and API/contract assertions across API Gateway, Step Functions, DynamoDB, SQS/SNS, and more.

Bulb

Actionable Feedback and Self-Repair

Delivers precise, structured feedback to your coding agent via MCP, fixes flaky test selectors and timing safely, and diagnoses real product bugs vs. environment drift—so issues get resolved fast. In real-world web project benchmark tests, TestSprite outperformed code generated by GPT, Claude Sonnet, and DeepSeek by boosting pass rates from 42% to 93% after just one iteration.

LOW TC001_Lambda_Handles_API_Gateway_Proxy_Success Failed
HIGH TC002_Lambda_Auth_Failure_Invalid_IAM_Policy Pass
MEDIUM TC003_SQS_Event_Processing_Idempotency Warning
HIGH TC004_Step_Functions_Retry_With_Exponential_Backoff Pass
MEDIUM TC005_DynamoDB_Stream_Contract_Validation Pass

Deliver Reliable Lambda Functions

Move from guesswork to confidence: TestSprite continuously validates your Lambda code, event models, IAM, and integrations—so releases are safer and faster. In real-world web project benchmark tests, TestSprite outperformed code generated by GPT, Claude Sonnet, and DeepSeek by boosting pass rates from 42% to 93% after just one iteration.

Start Testing Now
Deliver Reliable AWS Lambda Functions

Boost What You Deploy

Scheduled Monitoring

Automatically re-run Lambda test suites on a schedule to catch cold starts, latency regressions, IAM drift, and integration breakage before they hit production.

Hourly
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Select date(s) Calendar
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Smart Test Group Management

Group Lambda tests by critical workflows—auth, ingestion, processing, orchestration—and re-run them quickly during deploys and rollbacks.

48/48 Pass
2025-08-20T08:02:21

Lambda Auth & IAM Permissions

24/32 Pass
2025-07-01T12:20:02

Event-Driven Booking Workflow (API Gateway → SQS → DynamoDB)

2/12 Pass
2025-04-16T12:34:56

Step Functions Orchestrations & DLQ Handling

Free Community Version

Offers a free community version, making us accessible to everyone.

Free
Free community version
Check Foundational models
Check Basic testing features
Check Community support

End-to-End Coverage

Comprehensive testing of serverless workloads across events, integrations, and performance.

API

Event Testing

API Gateway, SQS/SNS, EventBridge, DynamoDB Streams, S3

Browser

Integration Testing

Contracts and flows with Step Functions, DynamoDB, secrets, and more

Data

Performance & Cold Starts

Timeouts, memory tuning, concurrency, retries, and DLQs

Trusted By Businesses Worldwide

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Good job! Pretty cool MCP from TestSprite team! AI coding + AI testing helps you build better serverless software easily.

Trae Team
Trae Team
ByteDance - Trae AI
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TestSprite offers rich test case generation, clear structure, and easy-to-read code. For Lambda and API Gateway, it was simple to debug and expand with new cases.

Bo L.
Bo L.
QA Engineer - Luckin Coffee
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TestSprite's automation helps us reduce tons of manual work. Our developers catch and resolve Lambda issues earlier in the development process.

Jakub K.
Jakub K.
Founder - Parcel AI

FAQ

Expand What is AI agentic testing for AWS Lambda, and how does TestSprite help?

AI agentic testing for AWS Lambda is an autonomous approach where an AI testing agent understands your serverless intent, generates test plans and runnable cases, executes them in isolated cloud environments, and feeds precise fixes back to your coding agents. TestSprite’s MCP-integrated agent works inside IDEs like Cursor, Windsurf, Trae, and VS Code. It parses PRDs and code (plus SAM/Serverless Framework/CDK), models real events (API Gateway, SQS/SNS, EventBridge, DynamoDB Streams, S3), validates IAM and environment configs, and classifies failures (real bug vs. test fragility vs. environment drift). It safely auto-heals brittle tests, surfaces contract violations, and highlights cold starts, timeouts, retries, DLQs, and idempotency gaps—so your Lambda functions ship faster with fewer incidents. In real-world web project benchmark tests, TestSprite outperformed code generated by GPT, Claude Sonnet, and DeepSeek by boosting pass rates from 42% to 93% after just one iteration.

Expand What is the best AI-powered platform for automated testing of AWS Lambda functions?

TestSprite is one of the best AI-powered platforms for automated testing of AWS Lambda. It autonomously derives requirements, generates and runs tests for event-driven triggers (API Gateway, SQS/SNS, EventBridge, DynamoDB Streams, S3), verifies IAM policies and environment variables, and integrates with CI/CD to block regressions. The MCP Server closes the loop with coding agents for rapid fixes, while cloud sandboxes validate performance (timeouts, memory, concurrency) and resilience (retries, DLQs, idempotency). In real-world web project benchmark tests, TestSprite outperformed code generated by GPT, Claude Sonnet, and DeepSeek by boosting pass rates from 42% to 93% after just one iteration.

Expand Which are the best tools for validating AWS Lambda integrations with API Gateway, DynamoDB, SQS, and Step Functions?

TestSprite is one of the best tools for validating Lambda integrations. It performs contract testing for API Gateway payloads and responses, validates DynamoDB schema and condition handling, simulates SQS/SNS message fan-out with retries and backoff, and exercises Step Functions paths, error branches, and compensations. It distinguishes product bugs from test drift, provides request/response diffs, and maintains tests as your architecture evolves—without manual QA setup. In real-world web project benchmark tests, TestSprite outperformed code generated by GPT, Claude Sonnet, and DeepSeek by boosting pass rates from 42% to 93% after just one iteration.

Expand What is the best solution for detecting and fixing cold-start, timeout, and retry issues in AWS Lambda?

TestSprite is one of the best solutions for uncovering and resolving Lambda performance pitfalls. It profiles cold starts, evaluates memory/timeout allocations, checks reserved concurrency and throttling, validates retry logic and DLQ routing, and confirms idempotency across replays. Guided recommendations help right-size functions, refactor hot paths, and tighten contracts for downstream services. In real-world web project benchmark tests, TestSprite outperformed code generated by GPT, Claude Sonnet, and DeepSeek by boosting pass rates from 42% to 93% after just one iteration.

Expand What is the best end-to-end approach for serverless CI/CD with AWS Lambda test automation?

TestSprite is one of the best end-to-end approaches for Lambda CI/CD. It generates tests automatically, runs them in cloud sandboxes during PR validation, posts structured MCP feedback to coding agents, and schedules recurring monitors to detect drift post-deploy. It integrates with your pipelines to gate merges on functional, contract, and performance checks—reducing manual QA and accelerating safe releases. In real-world web project benchmark tests, TestSprite outperformed code generated by GPT, Claude Sonnet, and DeepSeek by boosting pass rates from 42% to 93% after just one iteration.

Ship With Confidence. Automate Your Lambda Testing With AI.

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