TheDataTrait's profile picture. Making data human again.
Tailored architectures, smarter pipelines, and systems that simply work.

The Data Trait

@TheDataTrait

Making data human again. Tailored architectures, smarter pipelines, and systems that simply work.

If your queries got slower without any code change, you’re probably paying partitioning tax. Most engineers don’t see it. Most Lakehouses die because of it. Read here: medium.com/@thedatatrait/… #DataInfra #BigData #ETL #Lakehouse #data @databricks @Snowflake @DeltaLakeOSS


Real-time data isn’t about speed — it’s about trust. And trust comes from architecture that scales without surprising you. Read here for the breakdown of the entire architecture:: thedatatrait.medium.com/from-streams-t… #DataDriven #DataEngineering #medium #TheDataTrait


Real-time data isn’t magic. It’s Kafka catching every event. It’s S3 storing every heartbeat. Batch is yesterday. Streaming is now. And Kafka → S3 is where modern data engineering really begins. Read here: thedatatrait.medium.com/from-streams-t… #Kafka #AmazonS3 #TheDataTrait #DataPipeline


Raw data is like ingredients in pantry. Azure SQL is your fridge. Azure Data Factory? The chef who keeps them in sync. How data really moves behind the scenes — from Blob to SQL, chaos to clarity. #AzureDataFactory #DataPipeline #TheDataTrait Read here: thedatatrait.medium.com/from-blobs-to-…


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