Data Engineering

87 articles tagged with "Data Engineering"

ETL vs ELT: Pros, Cons, and Use Cases

ETL vs ELT: Pros, Cons, and Use Cases

Quickly compare ETL and ELT: when to transform data, plus trade-offs in cost, security, scalability, and use cases.

8 min read
Data Engineering
AWS Data Engineer Practice Questions Explained

AWS Data Engineer Practice Questions Explained

Matching AWS services to workload beats memorization—use access pattern, latency, and control to choose S3, Glue, Redshift, or Athena.

13 min read
Data Engineering
Ultimate Guide to Data Storytelling with Dashboards

Ultimate Guide to Data Storytelling with Dashboards

Turn dashboards into decision tools: start with one business question, design for one audience, show the insight and next steps.

10 min read
Data Engineering
Scaling Self-Service Analytics with Databricks

Scaling Self-Service Analytics with Databricks

Standardize Gold tables, Unity Catalog metric views, and SQL Warehouses to deliver governed, consistent self-service analytics and BI access.

10 min read
Data Engineering
Case Study: Caching with Databricks for Faster Analytics

Case Study: Caching with Databricks for Faster Analytics

Cut scans from 2.3TB to 8GB and reduce compute costs 73% using Disk Cache, Spark cache, SQL result cache and improved file layout.

8 min read
Data Engineering
Git Workflows for Data Teams

Git Workflows for Data Teams

Use one Git branch model, short-lived branches with reviews and CI, map Dev/Stage/Prod, and keep notebooks and large files out of Git.

9 min read
Data Engineering
Top Tools for Data Lakehouse and Data Warehouse

Top Tools for Data Lakehouse and Data Warehouse

Choose a lakehouse for unified SQL, ML, and streaming - use open formats and governance to avoid lock-in and control costs.

13 min read
Data Engineering
Caching with Redis: Best Practices for Engineers

Caching with Redis: Best Practices for Engineers

Practical Redis caching guide: design keys, set TTLs with jitter, choose eviction policies, monitor, scale, and secure production caches.

14 min read
Data Engineering
How to Monitor Security in Databricks Lakehouses

How to Monitor Security in Databricks Lakehouses

Use Unity Catalog, system tables, SAT, and SIEM integrations to monitor lakehouse security, detect threats, and automate response.

14 min read
Data Engineering
Snowflake for Data Retention: Best Practices

Snowflake for Data Retention: Best Practices

Set Time Travel, Fail-safe, storage tiers and lifecycle policies to balance compliance, recovery, and storage cost in Snowflake.

10 min read
Data Engineering
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
Managing Domain Events in Event-Driven Architectures

Managing Domain Events in Event-Driven Architectures

Treat domain events as versioned API contracts—design for consumers, use outbox/CDC for reliable delivery, and enforce clear ownership.

14 min read
Data Engineering
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