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Timescale Developer Advocate @avthars breaks down factors that impact #PostgreSQL ingest rate and 5 (immediately actionable) techniques to improve your databases’ speed. You'll learn why ingest rate is so critical to #timeseries data and get step-by-step demos, tips, and resources to apply each optimization technique to your database instances and projects. 🛠 𝗥𝗲𝗹𝗲𝘃𝗮𝗻𝘁 𝗥𝗲𝘀𝗼𝘂𝗿𝗰𝗲𝘀 📌 Find pgcopy installation and how-to ⇒ https://tsdb.co/python-how-to 📌 Check out all 13 tips ⇒ https://tsdb.co/more-tips 📌 Explore Time-Series Benchmarking Suite ⇒ https://github.com/timescale/tsbs 📌 Join Timescale Developer Slack ⇒ https://tsdb.co/TimescaleSlack 📌 Start a free Timescale Cloud trial ($300 in cloud credits to start 🎉) ⇒ https://tsdb.co/cloud-trial 🐯 𝗔𝗯𝗼𝘂𝘁 𝗧𝗶𝗺𝗲𝘀𝗰𝗮𝗹𝗲 At Timescale, we are dedicated to serving developers worldwide, enabling them to build exceptional data-driven products that measure everything that matters. Analyzing this data across the time dimension ("time-series data") enables developers to understand what is happening right now, how that is changing, and why that is changing. We are backed by top-tier investors with a track record of success in the industry. 💻 𝗙𝗶𝗻𝗱 𝗨𝘀 𝗢𝗻𝗹𝗶𝗻𝗲! 🔍 Website ⇒ https://tsdb.co/homepage 🔍 Slack ⇒ https://slack.timescale.com 🔍 GitHub ⇒ https://github.com/timescale 🔍 Twitter ⇒ / timescaledb 🔍 Twitch ⇒ / timescaledb 🔍 LinkedIn ⇒ / timescaledb 🔍 Timescale Blog ⇒ https://tsdb.co/blog 🔍 Timescale Documentation ⇒ https://tsdb.co/docs 📚 𝗖𝗵𝗮𝗽𝘁𝗲𝗿𝘀: ⏱ 0:00 ⇒ Introduction ⏱ 2:35 ⇒ Roadmap & motivation: what you'll learn and why it matters ⏱ 7:05 ⇒ Demo scenario, dataset, and machine specs ⏱ 11:25 ⇒ Tip #1: Batch Insert ⏱ 20:56 ⇒ Tip #2: Parallel Writes ⏱ 27:20 ⇒ Tip #3: Use Performant Disks ⏱ 32:46 ⇒ Tip #4: Use Separate Disks for WAL & Data ⏱ 34:25 ⇒ Tip #5: Use TimescaleDB :) ⏱ 38:30 ⇒ (Bonus) Tip #6: Write Data in Loose Time Order ⏱ 40:46 ⇒ Recap & Resources