Sylvia API Blog

Engineering guides for Reddit data collection — Python scraping tutorials, API comparisons, sentiment analysis pipelines, and production data engineering best practices.

2026-04-12 9 min read

How to Scrape Reddit Data in Python: Complete Guide (2026)

Learn how to scrape Reddit data in Python using PRAW, Async PRAW, requests, and Sylvia API. Compare rate limits, OAuth requirements, and data depth for each approach.
pythonreddit scrapingtutorialdata collection
2026-04-10 8 min read

Reddit API Rate Limits: Complete Guide to Limits, Tiers, and Optimization (2026)

Everything you need to know about Reddit API rate limits in 2026: official limits, third-party alternatives, 429 error handling, and strategies to maximize your data collection throughput.
reddit apirate limitsapi guidedata scraping
2026-04-08 10 min read

Pushshift is Dead: Best Reddit Data Alternatives for Historical Data in 2026

Pushshift has been deprecated and is no longer reliable for Reddit historical data. Here are the best alternatives in 2026 — including Sylvia API, academic archives, and self-hosted solutions.
pushshiftreddit historical dataalternativesdata archiving
2026-04-06 8 min read

PRAW vs Async PRAW vs Sylvia API: Best Reddit Python Library in 2026

Compare PRAW, Async PRAW, and Sylvia API for Reddit data in Python. Rate limits, OAuth requirements, async support, historical data, and pricing compared head-to-head.
pythonprawsylvia apilibrary comparisonreddit api
2026-04-04 11 min read

Reddit Data for AI Training: Complete Guide to Ethical Collection (2026)

How to collect Reddit data for AI and LLM training. Ethical sourcing strategies, data quality considerations, legal frameworks, and API-based collection at scale.
ai trainingllm datadata collectionethicsreddit data
2026-04-02 12 min read

How to Build a Reddit Sentiment Analysis Pipeline in Python (2026)

Step-by-step guide to building a production Reddit sentiment analysis pipeline. Data collection, NLP processing, visualization, and monitoring with Python.
sentiment analysisnlppythondata pipelinetutorial
2026-03-30 9 min read

Web Scraping Reddit Without Getting Blocked: Proxy Rotation, Rate Limits & Best Practices

Learn how to scrape Reddit at scale without getting rate limited or IP-banned. Proxy rotation strategies, User-Agent management, rate limit handling, and anti-detection techniques.
web scrapingproxy rotationrate limitsanti-detectionbest practices