🧾 Granular Task Logging

Track transformations, analyze execution metrics & debug pipeline issues with detailed logs.

Precision & transparency built in.

#ETL #TaskLogging #DataPipelines #OpenSource #DebuggingTools #DataOmni #OpenETL #Logging #Observability #BuildInPublic

🚀 New at DataOmni: Spark-Powered Computing!

Scale data pipelines like never before — from local dev to full-blown clusters.

⚡ Handle massive datasets
⚡ High-performance processing
⚡ Built for scale

#DataEngineering #Spark #BigData #ETL #DataOmni

🏢 Deploy Your Way

Run OpenETL on-premise, cloud, or hybrid. Maximum flexibility for your infrastructure needs.

One engine, endless possibilities.

#ETL #DeploymentFlexibility #OpenSource #DataPipelines #CloudComputing #OnPremise #HybridCloud #DataEngineering #OpenETL #DataOmni #BuildInPublic

🧠 Python & Spark SQL Transforms

Use Python for custom logic or Spark SQL for distributed processing. Mix both for maximum control.

Build fast. Iterate faster.

#PythonETL #SparkSQL #DataTransformation #DataPipelines #ETL #OpenSource #OpenETL #DataOmni #BigData #FlexibleEngineering #BuildInPublic

⚙️ Smart Pipelines

Auto data type detection & handling for clean, efficient processing. No more type mismatches.

Smarter pipelines. Fewer surprises.

#SmartPipelines #ETL #DataAutomation #OpenSource #DataOmni #DataEngineering #OpenETL #DataPipelines #DataQuality #PythonETL #BuildInPublic

🔗 Integrate Any API with OpenETL

Fetch data on demand from REST, or custom endpoints. Set auth, headers & queries. Pull real-time data into pipelines.

No limits. No lock-in. Your APIs, your rules.

#APIIntegration #ETL #DataAutomation #OpenSource #DataOmni #OpenETL #DataPipelines

🤖 Smart Target Settings

OpenETL now auto-configures data targets with smart defaults & optimized settings. Less setup, fewer errors.

Focus on insights, not configuration.

#ETL #OpenETL #OpenSource #DataOmni #DataPipelines #DataEngineering

Migrating HubSpot CRM → Snowflake at Lightning Speed with OpenETL

How we do it with OpenETL:

1. Connect to HubSpot API and extract data in scalable Spark-powered
2. Auto-detect schemas and data types
3. Load efficiently into Snowflake using COPY stage for fast, clean ingestion

🧩 Custom Schema Types

Define & manage custom data types for your exact needs. Domain-specific validation & consistency.

Shape data your way.

#CustomSchema #DataValidation #ETL #OpenSource #OpenETL #DataOmni #DataPipelines #FlexibleDataModeling #DataEngineering

Something amazing is coming soon...
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