Etl

27 articles tagged with "Etl"

ETL Pipeline Benchmarking: Metrics to Track

ETL Pipeline Benchmarking: Metrics to Track

Measuring the right ETL metrics—throughput, freshness, quality, cost, and scalability—prevents silent failures and runaway cloud spend.

15 min read
Data Engineering
How to Tune Concurrency in Apache Airflow

How to Tune Concurrency in Apache Airflow

Tune Airflow concurrency across global, DAG, task, and executor levels using pools, metrics, and incremental tests to remove scheduling bottlenecks.

13 min read
Data Engineering
Databricks ETL Optimization for Petabyte Data

Databricks ETL Optimization for Petabyte Data

Guide to tuning Databricks for petabyte ETL: cluster sizing, Delta Lake layout, Auto Loader, AQE, and predictive optimization.

15 min read
Data Engineering
Snowflake Bottlenecks: Troubleshooting Tips

Snowflake Bottlenecks: Troubleshooting Tips

Query design, not warehouse size, is often the real reason Snowflake slows; profile queries, reduce I/O, optimize loads, and right-size resources.

13 min read
Data Engineering
How Airflow Supports Analytics Monitoring

How Airflow Supports Analytics Monitoring

Setup and monitor analytics pipelines with Airflow: UI views, logs, alerts, Prometheus/Grafana, and best practices for reliability.

12 min read
Data Engineering
How Airflow Enhances Bootcamp Learning

How Airflow Enhances Bootcamp Learning

Covers Airflow setup, DAG best practices, dbt/Snowflake integrations, and capstone projects for bootcamp learners.

13 min read
Data Engineering
Hive Query Optimization Questions Explained

Hive Query Optimization Questions Explained

Practical Hive optimization: partitioning, bucketing, compression, Tez, vectorized execution and CBO to speed queries and cut storage and compute costs.

14 min read
Data Engineering
Structured Streaming for Live Video on Databricks

Structured Streaming for Live Video on Databricks

Build low-latency live video pipelines with a unified lakehouse streaming approach, efficient state stores, and medallion data layers.

11 min read
Data Engineering
Databricks vs. Airflow for Event-Driven Workflows

Databricks vs. Airflow for Event-Driven Workflows

Compare Databricks and Airflow for event-driven workflows—native triggers, Spark scaling, integration trade-offs, and cost differences.

14 min read
Data Engineering
Checklist for Building a Cloud Data Engineer Portfolio

Checklist for Building a Cloud Data Engineer Portfolio

Two to three production-ready cloud data projects beat dozens of tutorials for landing data engineering interviews.

12 min read
Data Engineering
5 Tools To Showcase Data Engineering Skills

5 Tools To Showcase Data Engineering Skills

Learn how Airflow, AWS, Snowflake, dbt, and Spark projects can power a standout data engineering portfolio with real end-to-end workflows.

16 min read
Data Engineering
How To Add Data Quality Checks in Pipelines

How To Add Data Quality Checks in Pipelines

Automated data validations for ingestion and transformations using Great Expectations and dbt-expectations to catch errors early and keep analytics trustworthy.

11 min read
Data Engineering
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