Zero-Memory Streaming
Biggest win today:
We can now generate millions of records by streaming directly to the database, no RAM bottlenecks.
Scalability is no longer a concern. It’s built in.
#DataEngineering#Performance
Constraint Engine
Data isn’t just rows, it’s relationships.
We now support cross-column constraints like:
• start_date < end_date
• multi-column uniqueness
Integrity is enforced during generation.
#DataModeling#Engineering
The OLD way to get test data:
❌ Copy production data → security risk
❌ Manual SQL scripts → brittle & hard to maintain
❌ Faker → no real relationships
We knew there had to be a better way.
Stay tuned..
#Testing#SoftwareEngineering#DataEngineering
Just merged 3 new database adapters into main for https://t.co/r9CxPnPsVH
• DynamoDB → AWS serverless
• SQL Server → Enterprise RDBMS
• Redis → In-memory cache
Now supports 8 databases with a unified API.
Shipping soon.
#Database#TestData#DeveloperTools
drawline-core solves this:
✅ Same seed → same data every time
✅ Schema-aware generation
✅ Referentially intact data
✅ Zero production data exposure
Built for CI/CD, staging, and load testing.
https://t.co/r9CxPnPsVH
#DevTools#TestAutomation#SyntheticData
Not to sound delusional, but please pray for grace. Life isn't really about hard work. It's more about alignment, meeting the right people, grace, mercy, and favour.
we built https://t.co/wyn9MQ0Vfi in 2 months - now used by senior backend engineers, senior architects, QAs and frontend devs. Clocked 2000+ page hits, 60 users, 7 paid users, 300$+ MRR in just 8 days. Immense traffic moving in. We upgraded our servers just to handle traffic.
Someone discovered Drawline on Reddit, paid for it, and publicly shared their experience.
No ads. No launch hype.
Just solving a real dev pain.
#BuildInPublic#saas#developer
Someone discovered Drawline on Reddit, paid for it, and publicly shared their experience.
No ads. No launch hype.
Just solving a real dev pain.
#BuildInPublic#saas#developer
@ThePeterMick We’re building https://t.co/wyn9MQ0Vfi, an open-source toolkit to design schemas, generate relational data, mock APIs, and manage migrations and versions, basically everything you need to test production-like systems before launch