Six pillars of delivery.
/ governance · reliability · business impact
ingestion
Data Ingestion.
  • Airbyte · dlt · Fivetran connectors
  • Incremental loading & backfills
  • API & SaaS integration patterns
warehouse
Cloud Warehousing.
  • BigQuery · Snowflake architectures
  • Cost optimization (FinOps)
  • Performance tuning & partitioning
transformation
Data Transformation.
  • dbt & Dataform modeling
  • Medallion architecture
  • Documentation & lineage by default
orchestration
Orchestration.
  • Airflow & Kestra DAGs
  • Retries · SLAs · contracts
  • Workflow observability
quality
Data Quality.
  • dbt tests · Elementary monitors
  • Freshness & volume guards
  • Incident management playbooks
automation
Python Automation.
  • Custom connectors when SaaS won't fit
  • Operational tooling & scripts
  • Data validation utilities
Toolbelt — modern data stack.
dbt dbt
Dataform Dataform
BigQuery BigQuery
Snowflake Snowflake
PostgreSQL PostgreSQL
MongoDB MongoDB
Redis Redis
Airbyte Airbyte
Fivetran Fivetran
dlt dlt
Funnel.io Funnel.io
Kestra Kestra
Airflow Airflow
Python Python
SQL SQL
Power BI Power BI
Looker Studio Looker Studio
Tableau Tableau
Metabase Metabase
Streamlit Streamlit
GCP GCP
Cloud Run Cloud Run
Cloud Functions Cloud Functions
Elementary Elementary
Git Git
Docker Docker