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Ensure Data Quality & Observability for Databricks

Deliver high-quality, reliable, and AI-ready data in Databricks with automated monitoring, anomaly detection, and real-time insights.

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AI-Ready, Trusted Data

DQLabs empowers Databricks users to deliver clean, reliable, and compliant data, optimized for AI and advanced analytics.

Ensure AI-Ready,
Trusted Data

Ensure accurate, complete, and reliable data in Databricks—fueling better AI models, analytics, and operational decision-making.

Proactive Issue Detection
& Resolution

Detect schema changes, data drift, and anomalies in real-time—allowing your team to resolve issues before they impact business outcomes.

Data Governance & Compliance

Automate policy enforcement and maintain data lineage—ensuring regulatory compliance while maintaining trust and transparency.

Optimized Performance
& Resource Usage

Identify inefficiencies, track data usage patterns, and optimize resource allocation while maintaining continuous data quality monitoring.

Scalable Observability for
Large Workloads

Monitor data quality across massive Databricks datasets—ensuring accuracy and reliability at scale without performance degradation.

Key Capabilities

Seamless Connectivity

Automated Data Profiling & Quality Checks

Schema Change & Data Drift Detection

Column-Level Lineage & Traceability

Performance-Aware Observability

Seamless Connectivity

DQLabs offers no-code connectivity to Databricks—enabling real-time observability without the need to rework existing pipelines. Onboard quickly and gain immediate visibility without disrupting your workflows or infrastructure.

  • Effortlessly connect to Databricks with no-code setup.
  • Enable real-time monitoring without workflow disruptions.
  • Seamless integration without modifying existing pipelines.

Automated Data Profiling & Quality Checks

With AI-powered profiling and continuous quality checks, DQLabs ensures your Databricks data remains trustworthy. Instantly detect issues across key quality dimensions like accuracy, completeness, and consistency—without manual rules or complex setup.

  • Monitor data accuracy, completeness, and consistency continuously.
  • Apply AI-powered rules for automated quality checks.
  • Ensure reliable data with proactive issue detection.

Schema Change & Data Drift Detection

Databricks environments evolve fast. DQLabs detects schema changes and unexpected data shifts in real time—so you can prevent reporting errors, broken models, and downstream disruptions before they occur.

  • Detect schema evolution and unexpected data changes early.
  • Prevent reporting errors by catching issues proactively.
  • Maintain consistent reporting across Databricks environments.

Column-Level Lineage for Databricks Pipelines

DQLabs maps how data moves and transforms at the column level—across notebooks, pipelines, and jobs. Empower governance, auditing, and troubleshooting with transparent, end-to-end lineage across your Databricks workflows.

  • Gain full visibility into data movement and transformation.
  • Trace column-level lineage for compliance and governance.
  • Ensure end-to-end data traceability for better trust.

Performance-Aware Observability

Observability shouldn’t slow you down. DQLabs delivers real-time insights into your Databricks workloads without impacting performance—ensuring quality monitoring even at scale, across demanding production workloads.

  • Monitor Databricks workloads without performance trade-offs.
  • Provide real-time insights for large-scale data operations.
  • Optimize query performance while maintaining data quality.

End-to-End Reliability for
Your Modern Data Stack

DQLabs integrates with data warehouses, lakes/lakehouses, orchestration tools, and BI platforms to deliver trusted, reliable data.

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Platform Architecture

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Discover Agentic AI-powered observability, quality, and discovery in one unified platform.

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