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Databricks is a unified analytics and data engineering platform that enables large-scale data processing, collaborative data science, and machine learning on cloud-based data lakes and lakehouses.

Data Observability Platform is a solution that collects, analyzes, and correlates data pipeline and cloud usage metrics to monitor performance, detect issues, and optimize resource utilization.

Observeinc is a modern observability platform that ingests telemetry into a streaming data lake to enable fast search, correlation, and analysis of system and application behavior.

Vertex AI by Google is a managed machine learning platform that enables building, training, deploying, and scaling ML models and generative AI applications on Google Cloud.
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