dbt AWS Practitioner
Bronze-to-Silver Modeling Lab
Hands-on patterns for landing raw telemetry, enforcing contracts, and promoting datasets with observable quality gates.
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Programs with filters that respect your stack
Thirteen tracks spanning orchestrators, warehouse modeling, and governance rituals. Use the filters to narrow by pipeline tool, cloud footprint, level, and duration before you open a syllabus.
Airflow GCP Advanced
Airflow SLAs Without Firefighting
Design SLAs, lineage-aware retries, and pool tuning so nightly loads recover without pager storms.
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Dagster Hybrid Practitioner
Dagster Assets for Cross-Team Clarity
Model pipelines as assets with explicit dependencies so analytics and ML consumers read the same graph.
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Prefect Azure Foundations
Prefect Flows for Event-Driven Loads
Compose resilient flows with dynamic tasks, caching, and human-in-the-loop approvals for regulated batches.
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Airflow AWS Advanced
Streaming Lakehouse Cutover Studio
Blend Kafka-style streams with Iceberg tables, focusing on idempotent writers and compaction windows.
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Luigi GCP Practitioner
Luigi Batch Hardening Clinic
Refactor long-running Luigi graphs with clearer targets, dependency visualization, and failure isolation.
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dbt Azure Advanced
dbt CI Pipelines for Warehouse Teams
Ship slim CI, defer syntax, and state-aware builds so pull requests stay fast even on wide tables.
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Dataform GCP Practitioner
GCP Dataform with Governance Guardrails
Author Dataform pipelines with assertions, row access policies, and BigQuery slot awareness baked in.
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Airflow Azure Foundations
Azure Data Factory Orchestration Patterns
Chain ADF activities with meaningful monitoring, parameterized datasets, and controlled fan-out.
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Prefect Hybrid Practitioner
Contract Testing for ETL Interfaces
Apply Great Expectations-style checks plus producer-consumer contracts before promoting schemas.
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Luigi AWS Advanced
Orchestrator Migration Readiness Sprint
Score legacy cron sprawl, inventory dependencies, and sequence a low-risk migration to a modern scheduler.
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dbt Snowflake/AWS Practitioner
Warehouse Cost Attribution Workshop
Allocate warehouse spend to products using dbt exposures, query history, and finance-friendly dashboards.
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Dagster GCP Foundations
Pipeline Docs as Onboarding Accelerators
Treat lineage diagrams, README templates, and incident notes as first-class artifacts for new hires.
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Share context so facilitators can route you to the right studio. We respond within two business days for Singapore inquiries.
Desk-side FAQ
Do you teach a single orchestrator religion?
No. We map tradeoffs across Airflow, Dagster, Prefect, Luigi, and cloud-native schedulers so teams can sequence migrations honestly.
Are sessions only for senior engineers?
Foundations tracks welcome analysts moving into pipeline ownership; Advanced tracks assume comfort with SQL, Git, and basic cloud consoles.
How are refunds handled?
See the Refund & intake rules page for eligibility, timelines, and non-refundable items specific to live cohorts.
Is everything live?
Core labs are live with recordings for missed segments; some briefings are async by design to respect global time zones.