Analytics on Live Data. No Pipeline. Just Postgres.
Most teams treat analytics as a separate problem. As data grows, they add a warehouse, a pipeline, a sync job. By the time data reaches their dashboard, it's already stale.
TimescaleDB takes a different approach: extend Postgres instead of splitting away from it.
Your transactions and your analytics run on the same database, on live data, with no pipeline in between.
Hypertables partition time-series data automatically as volume grows. Hypercore compression cuts storage by up to 95%. Continuous aggregates pre-compute rollups so dashboards stay fast without re-querying everything.
CERN runs it on Postgres to handle sensor data from the Large Hadron Collider.
No second database. No migration. Same Postgres you already know.
You don't need more talent to draw better portraits.
You need about 5 minutes and the right order of steps.
That's really it. Most "bad" portraits aren't bad because the artist lacks skill — they're bad because of a handful of small, fixable habits that happen early in the drawing process. Fix those, and everything downstream gets easier.
Here's a preview of a few of the 11 fixes:
Stop starting with the outline. Faces aren't drawn from the outside in — they're built from simple shapes (ovals, circles, triangles) that map out proportion before a single detail goes down. Skip this, and everything after it fights an off foundation.
Draw this feature first — not last. There's a reason experienced artists reach for one specific feature before anything else. Get the order wrong, and the whole face can feel subtly "off," even if every individual piece looks fine on its own.
The shading decision that's nearly impossible to undo. One common tonal choice, made too early, is the reason so many portraits look flat instead of dimensional — and by the time you notice, it's often too late to fix without starting over.
Each fix takes minutes to learn and immediately changes how your next portrait turns out — no fancy tools, no talent requirement, just a smarter sequence.
I laid out all 11 (with the reasoning behind each one) here:
If your last portrait felt "close, but not quite right" — one of these 11 is probably why.
Don't be the one behind at standup
Your team is already talking about the launch you missed. TLDR is the 5-minute daily brief that keeps you ahead, curated by ex-Google and Anthropic engineers. Free, and read by 7M+ subscribers.
Have a great day,
Jae





