VedaForge developer workbench

DevToolbox

Guides for data engineers

Our first guides are being written. Here's what's coming.

Coming soon

Upcoming guides

SQL Window Functions: RANK, ROW_NUMBER, LAG/LEAD with Real-World Examples

Foundational SQL

Coming soon

How to Diagnose and Fix Slow SQL Queries: 10 Techniques with Benchmarks

Performance tuning

Coming soon

Every SQL JOIN Type Explained with Visual Diagrams

Foundational SQL

Coming soon

Parquet vs CSV vs Avro vs ORC: Storage Format Decision Guide for Data Engineers

Data formats

Coming soon

JSON Schema Validation: A Practical Guide for API and Pipeline Developers

JSON validation

Coming soon

Regex for Data Engineers: Patterns Every Practitioner Should Know

Regex workflows

Coming soon

Medallion Architecture with dbt: Building Bronze, Silver, Gold Layers End-to-End

Modern data stack

Coming soon

dbt vs Stored Procedures: What Actually Changes When You Go Modern

Modernization

Coming soon

Great Expectations vs Soda Core: Data Quality Tooling Compared in 2026

Tool comparison

Coming soon

Microsoft Fabric vs Databricks: Honest Comparison for Enterprise Data Teams

Platform comparison

Coming soon

Terraform for Microsoft Fabric: Provisioning Workspaces and Pipelines as Code

Infrastructure as code

Coming soon

Setting Up dbt-fabric Adapter on Microsoft Fabric Lakehouse: Complete Guide

Fabric setup

Coming soon

Polars vs Pandas: Performance Benchmark on 10M, 100M, and 1B Row Datasets

Performance comparison

Coming soon

From SQL to PySpark DataFrame API: A Practical Translation Guide

PySpark translation

Coming soon

Data Profiling in Python: ydata-profiling, pandas-profiling, and Manual Techniques

Data profiling

Coming soon

Delta Lake vs Apache Iceberg: Open Table Formats Compared for 2026

Architecture comparison

Coming soon

Data Lineage Explained: Tools, Patterns, and Why It Matters for Governance

Governance

Coming soon

Skills Every Senior Data Engineer Needs in 2026 (Based on 500 Job Posts)

Career development

Coming soon

Data Quality Frameworks Compared: GE, Soda, dbt Tests, Monte Carlo

Tool comparison

Coming soon

SQL Interview Questions for Data Engineers: 30 Real Questions with Solutions

Interview prep

Coming soon