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Practice 05

Big Data & Lakehouse Platforms

Snowflake Elite, Databricks Lakehouse, Amazon Redshift, Google BigQuery, Apache Iceberg, Delta Lake, and enterprise-grade data platforms engineered for regulated scale.

Unified Big Data & Lakehouse platforms engineered for enterprise scale and governed analytics.

ByteWave delivers unified Big Data architectures across Snowflake, Databricks, Amazon Redshift, and Google BigQuery. From multi-petabyte migrations off legacy mainframes, Teradata, and Netezza to real-time streaming lakehouses with Apache Iceberg and Delta Lake, we eliminate data silos while ensuring ironclad governance, sub-second query performance, and predictable FinOps.

What we deliver

  • 01
    Enterprise Snowflake & Databricks Estates Production Snowflake warehouses with Snowpark and Cortex AI; Databricks Lakehouses with Unity Catalog, Delta Lake, and Mosaic AI.
  • 02
    Amazon Redshift & Google BigQuery Solutions High-concurrency cloud data warehouses, serverless analytics, multi-cloud data exchanges, and hybrid lakehouse topologies.
  • 03
    Legacy Warehouse Migrations Turnkey migrations off Teradata, Netezza, Oracle Exadata, Greenplum, and Hadoop clusters with semantic equivalence and zero data loss.
  • 04
    Open Table Formats & Interoperability Apache Iceberg, Delta Lake, and Hudi on S3, ADLS, and Google Cloud Storage, enabling zero-vendor-lockin query engines.
  • 05
    Governed Metadata & Data Mesh Unified cataloging across Unity Catalog and Horizon, tag-based column masking, row-level security, lineage tracking, and automated audit evidence.
  • 06
    Big Data FinOps & Query Optimization Continuous warehouse right-sizing, auto-suspend policies, materialized caching, clustering keys, and 30-50% compute spend reduction.

Engagement model

Big Data estate architecture review, legacy migration playbook, automated data reconciliation engine, wave-based production cutover, 90-day hyper-care, and ongoing 24/7 SRE platform operations.

Outcomes you can measure

  • 40–60% reduction in analytics compute and warehouse licensing costs.
  • Sub-second query latencies on multi-billion row datasets.
  • 100% automated regulatory compliance sign-off (SAMA, CBUAE, BCBS 239).
  • Zero unplanned downtime during enterprise platform cutovers.

Big Data & Lakehouse Platforms

Bring the brief.

ByteWave will scope the program and put a solution architect on it within the week.

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