242건 · 관련도순
Design and build Apify integrations for workflow platforms, AI agents, AI frameworks, or applications. Follow guidance for authentication, asynchronous cloud task execution, result retrieval, spending limits, error handling, testing, and release preparation.
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Convert existing scripts, CLI tools, or Crawlee projects into reusable Apify Actors, programs packaged as Docker images. Define JSON inputs and outputs, integrate the SDK, test locally, and deploy to Apify.
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Build and debug Apify Actors, cloud programs for web scraping, automation, and data processing. Get guidance on language templates, input and output schemas, runtime code, local testing, and deployment, with practices for handling credentials and external data.
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Create output schemas, definitions of result fields and display settings, for an Apify Actor by inspecting its source code. Generate dataset and output files, add key-value storage definitions when needed, and update actor.json to reference them.
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Install and configure Apify SDK, CLI, and API client authentication. Use when setting up a new Apify project, configuring API tokens, or initializing apify-client / Apify SDK in your codebase. Trigger with "install apify", "setup apify", "apify auth", "configure apify token".
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Upgrade Apify SDK, apify-client, and Crawlee versions safely. Use when migrating between SDK versions, handling breaking changes, or updating from Apify SDK v2 to v3 (Crawlee split). Trigger with "upgrade apify", "apify migration", "apify breaking changes", "update apify SDK", "crawlee upgrade", "apify v2 to v3".
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Configure CI/CD pipelines for Apify Actor builds and deployments. Use when automating Actor deployment via GitHub Actions, running integration tests against the live Apify API, or building CI/CD for scrapers that push to the Apify platform. Trigger with "apify CI", "apify GitHub Actions", "apify automated deploy", "CI apify", "apify pipeline", "auto deploy actor".
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Run your first Apify Actor and retrieve results via apify-client. Use when starting a new Apify integration, testing connectivity, or learning the Actor call/dataset retrieval pattern. Trigger with "apify hello world", "apify example", "run an apify actor", "apify quick start", "first apify scrape".
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Optimize Apify platform costs through memory tuning, compute unit management, and proxy budgeting. Use when analyzing Apify billing, reducing Actor run costs, or implementing usage monitoring and budget alerts. Trigger with "apify cost", "apify billing", "reduce apify costs", "apify pricing", "apify expensive", "apify budget", "compute units".
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Manage Apify datasets, key-value stores, and request queues programmatically, and orchestrate multi-Actor pipelines. Use when you need to read or write Apify datasets, export scraped data to CSV/JSON/XLSX, store config or binary artifacts in a key-value store, manage a resumable request queue, chain Actors into a scrape → transform → export pipeline, or monitor Actor run status and cost. Trigger with "apify dataset", "apify key-value store", "apify storage", "export apify data", "apify pipeline", "apify request queue".
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Secure Apify API tokens, configure proxy access, and protect Actor data. Use when hardening API key management, setting up environment-specific tokens, rotating a leaked token, or auditing Apify security configuration. Trigger with "apify security", "apify secrets", "secure apify token", "apify API key security", "rotate apify token".
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Handle Apify API rate limits with proper backoff and request queuing. Use when hitting 429 errors, optimizing API request throughput, or implementing rate-aware client wrappers. Trigger with "apify rate limit", "apify throttling", "apify 429", "apify retry", "apify backoff", "too many requests apify".
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Diagnose and fix common Apify Actor and API errors. Use when an Apify run fails, an API call returns 401/403/404/413/429, a proxy connection drops, an Actor build breaks, or a scrape hits an anti-bot block, and you need the cause plus a copy-paste fix. Trigger with "apify error", "fix apify", "actor failed", "apify not working", "debug apify", "apify 429".
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Run Apify Actors, programs that collect web data, through the Composio integration. Retrieve structured results, create reusable tasks with preset inputs, and inspect execution logs for both quick collection jobs and longer runs.
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Collect Reddit posts, comments, user profiles, and communities as structured data using keywords, dates, or URLs. Use it to research brand mentions or retrieve discussions through Apify, without a Reddit API key.
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Run Apify Actors, programs that collect web data, through the Composio integration. Retrieve structured results, create reusable tasks with preset inputs, and inspect execution logs for both quick collection jobs and longer runs.
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Deploy Apify Actors and integrate scraping into external applications. Use when deploying an Actor to the platform, integrating Actor results into a web app (Next.js, Express), wiring webhooks, or scheduling scraping pipelines. Trigger with "deploy apify actor", "apify Vercel integration", "apify production deploy", "integrate apify results", "apify API endpoint".
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Production-ready patterns for Apify SDK and apify-client in TypeScript. Use when building Actors with Crawlee, managing datasets/KV stores, or implementing robust client wrappers with retry and validation. Trigger with "apify SDK patterns", "apify best practices", "apify client wrapper", "crawlee patterns", "idiomatic apify".
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Set up local Apify Actor development with the Apify CLI and Crawlee. Use when creating Actors locally, testing with the apify run command, inspecting local storage, or establishing a fast develop-test-deploy cycle before pushing to the platform. Trigger with "apify dev setup", "apify local development", "develop actor locally", "apify run local".
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Production-grade architecture patterns for Apify-powered applications. Use when designing scraping infrastructure, building multi-Actor pipelines, or integrating Apify into a larger system architecture. Trigger with "apify architecture", "apify best practices", "apify project structure", "scraping architecture", "apify system design".
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Collect Apify debug evidence for support tickets and troubleshooting. Use when an Actor run has failed, is stuck, or produced empty output and you need to gather run metadata, logs, dataset samples, and environment info before opening a support ticket. Trigger with "apify debug", "apify support bundle", "collect apify logs", "apify diagnostic", "apify run failed why".
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Collect product details, prices, stock information, and customer reviews from supported online stores using Apify. Compare competitors, examine recurring quality complaints, discover sellers through Google Shopping, and export results as CSV or JSON.
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Collect engagement metrics for Instagram, Facebook, YouTube, and TikTok using Apify Actors, tools that extract platform data. Compare content performance, summarize key findings, and return selected results in chat or export full data as CSV or JSON.
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Find business prospects and creator contacts across maps, search, social, and video platforms using Apify Actors, ready-made data extraction tools. Return selected results in chat or export full lead data as CSV or JSON.
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