Engineering with Impact.
Enterprise data platforms and analytics solutions - from architecture to dashboard.
01
Lakehouse Architecture - Databricks Delta Lake
Enterprise Lakehouse on Databricks with Bronze/Silver/Gold medallion architecture, Delta Live Tables for declarative streaming and batch pipelines, Z-Order and liquid clustering for query acceleration, and Unity Catalog for cross-workspace lineage, column-level encryption, and attribute-based access control.
#Databricks #DeltaLake #DeltaLiveTables #UnityCatalog #MedallionArchitecture #ZOrder
02
Snowflake Data Cloud - Enterprise Data Warehouse
Snowflake with multi-cluster virtual warehouse sizing, Snowpark for Python/Java in-database ML, Dynamic Tables for incremental materialization, Data Marketplace, and Cortex AI SQL-native LLM functions directly on structured tables.
#Snowflake #Snowpark #DynamicTables #CortexAI #DataSharing #VirtualWarehouses
03
dbt Core & dbt Cloud - Analytics Engineering
dbt as transformation layer for Snowflake, Databricks, BigQuery, and Azure Synapse: modular SQL DAGs, Great Expectations contract testing, column-level lineage, incremental materialization, and Slim CI diff-aware runs on every pull request.
#dbtCore #dbtCloud #SlimCI #GreatExpectations #DAG #DataContracts
04
Real-Time Streaming Analytics - Kafka & Event Hubs
Sub-second streaming with Confluent Cloud Kafka and Avro Schema Registry, Apache Flink for stateful stream processing, and Databricks Structured Streaming with exactly-once semantics into Delta Lake. Real-time KPIs via Power BI streaming datasets.
#ApacheKafka #ConfluentCloud #ApacheFlink #KafkaStreams #DeltaLake #PowerBIStreaming
05
Power BI Enterprise - Semantic Layer & Governed BI
Managed Power BI semantic models with DirectQuery to Snowflake and Databricks, row-level and object-level security, deployment pipelines, large model storage format, and Power BI Embedded for white-label customer portals.
#PowerBI #CompositeModels #RLS #OLS #DeploymentPipelines #PowerBIEmbedded #DAX
06
Data Governance & Cataloging - Purview & Collibra
Microsoft Purview Data Map with automated scanning of Azure SQL, Snowflake, ADLS Gen2, and SAP HANA. Collibra for data stewardship workflows and DQ scoring. End-to-end column-level lineage from source systems through dbt to Power BI.
#MicrosoftPurview #Collibra #DataLineage #BusinessGlossary #ADLSGen2 #DataStewardship
07
Advanced Analytics & Statistical Modelling
High-value analytical models: demand sensing with Snowflake Data Marketplace, customer lifetime value with BG/NBD and Gamma-Gamma, price elasticity regression with PyMC Bayesian inference, and scenario planning in SAP Analytics Cloud.
#SnowflakeDataMarketplace #PyMC #BGNBD #SAPAnalyticsCloud #Lifetimes #PriceElasticity
08
DataOps & Pipeline Orchestration - Airflow & Dagster
Data pipelines as production software: Apache Airflow on MWAA with dynamic task mapping, Dagster software-defined assets, pipeline SLA alerting via PagerDuty, and Monte Carlo data observability for freshness SLOs with full dbt and Spark job lineage.
#ApacheAirflow #Dagster #MWAA #MonteCarlo #PagerDuty #SDA #DataOps
09
Data Mesh Architecture & Domain Ownership
Enterprise data mesh with domain-oriented data product ownership on Snowflake or Databricks, self-serve platform layer via Backstage developer portal, federated governance through Unity Catalog, and cross-domain data product discovery with SLA-backed consumption contracts.
#DataProducts #Backstage #UnityCatalog #FederierteGovernance #SelfServePlattform