Integrations and APIs

Integration between services and APIs in practice: HTTP, webhooks, limits, authorization, retros and stable operation of external dependencies.

IA

Integrations and APIs

6/8/2026 / 19 min

What to do if the API sometimes fails to respond: queues, retry and circuit breaker in simple words

Explain in simple terms: what to do when the external API does not respond, freezes or falls. Task queues, repeated attempts with a delay, a circuit breaker pattern - without complex theory, with analogies and clear code.

APITask line

IA

Integrations and APIs

6/7/2026 / 20 min

How to connect an external API: keys, limits, retry, timeout, logging and fallback

A complete guide to working with external APIs in production: secure key storage, rate limits processing, exponential latency retry, timeouts, query logging and fallback strategies. Code in Node.js and Python.

APILogisticsRate limit

IA

Integrations and APIs

3/4/2026 / 7 min

Rate Limit and Retry: A Basic Scheme for Reliable Integrations

Как обрабатывать rate limit и retry в API: ограничения запросов, exponential backoff, jitter, повторные попытки и защита от перегрузки.

Rate LimitRetryAPI

IA

Integrations and APIs

3/4/2026 / 5 min

What is webhook in simple words and how not to lose events

Что такое webhook и как работать с событиями без потерь: подписи, повторы, идемпотентность, очереди, логи и защита от дублей.

webhookAPI

IA

Integrations and APIs

3/4/2026 / 13 min

MCP in AI Development: Secure Tool Connection

Practical analysis of how to connect MCP tools to AI agents without leaks, unnecessary rights and chaos in access: roles, proxy, audit and working checklist.

ppmai-assisted developmentintegrationsecurity

IA

Integrations and APIs

3/4/2026 / 12 min

Idempotence of AI integrations: how to remove duplicates and losses

A practical guide to idempotence in AI integrations: how to eliminate duplicate operations, protect payments and stabilize piplins in retrogrades.

ai-assisted developmentpiidempotenceintegration

IA

Integrations and APIs

3/4/2026 / 13 min

AI Integration Contract Tests: How to Stabilize APIs

Step-by-step analysis of contract tests for AI integrations: how to fix API expectations, catch regressions before production and reduce the cost of errors.

ai-assisted developmentpicontractingintegration

IA

Integrations and APIs

2/19/2026 / 6 min

How to get AI to connect the API correctly the first time

AI often connects APIs “at will”: without error processing, with keys in the code and without considering limits – and everything breaks down in the market

APIIntegrationRate-limits