Transforming Your Pipeline
Data is meant to work for you, not the other way around. Use our transformations to do all the heavy lifting for the results you need.
No engineering needed, just SQL and clicking buttons to set up end-to-end data pipelines that go from ingestion to transformation to publishing.
Data Transformation Pipeline
Use our transformation “secret weapon” to do all your work at any step of the analytics data pipeline
Extract
- Pick the columns you need
- Apply transformations to anonymize at source
- Fetch synopses (summaries/checksums) for data quality checks
Clean
- Filter out malformed data and removing duplicates
- Fix up null values
- StandardizE column types and formats
Model
- Combine data from different sources into denormalized tables
- Summarize and aggregate
- Standardize column types and formats
Analyze
- Generate actionable insights
- Build summary tables that can be visualized efficiently
Act
- Build feature tables when data is updated
- Use python UDFs to rebuild/update models when features are updated
Transformation Toolkit
Unlock the power of the data pipeline. Leverage all the transformation capabilities to bring the pipeline to life and have it work for you.
- Datacoral Transformations
- Enable sophisticated transformations using SQL or python
- Automatically orchestrated based on source data changes
- Build multi-level transformation pipelines
- Add data quality checks as gates for the transformations
- Automatic Orchestration
- Transformation lineage graph: automatically Infer dependencies between transformations
- Data-triggered orchestration: Determine *WHEN* to run the transformations based on when the inputs to the transformation are modified
- Custom Transformations
- Python container based transformations: build machine learned models in the same transformation pipeline
- Mix and match SQL and python
- Managed as Code
- Changes to transformations compiled to check for errors they may cause downstream
- Integrated with GIT
- Full Visibility & Debuggability
- Table lineage graph automatically inferred
- Easily debug pipelines by navigating lineage graph
- Pluggable
- Trigger your own workflows based on success/failure of transformations
- Incorporate data being ingested from other tools like Segment into transformations seamlessly
Publishing
Beyond dashboard - actionable insights! Become the company champion by publishing your data insights to downstream systems or processes to trigger action.
- Possibilities for publishing data:
- Publish to production databases to serve insights from product
- Bulk publish to Salesforce to trigger workflows in salesforce
- Bulk publish audience information to Customerio to automate email delivery for demand generation
- Publish to S3 to be exported to third parties
- And many more
The Only Cost Effective Option
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