Tag

big data

The World Isn’t Flat—Why Your Data Pipeline Shouldn’t Be Either

Aaron Wise

3D data adds depth to pipelines by modeling the world in space, time, and context, requiring richer structures and new engineering patterns.

Linking It All Together: The Power of Graph Databases and Knowledge Graphs

Aaron Wise

Graph databases shine when data relationships are as vital as the data, enabling efficient modeling of complex, interconnected systems.

Gut Feel vs. Cold Facts: When to Trust Soft or Hard Data

Aaron Wise

Balance soft and hard data by using hard data for precision and soft data for human context to make complete decisions.

Lakehouse vs. The World: When It Works, When It Fails, and What to Use Instead

Aaron Wise

Lakehouse architecture works best for big data analytics and ML but fails for low-latency OLTP and simple reporting.

JSONL: Where Every Line Tells a Story (And Every Record Gets Its Own Row)

Aaron Wise

JSONL files store one JSON object per line, ideal for streaming, logs, and scalable pipelines but not for complex schemas or frequent updates.

From Chaos to Clarity: Taming Your Data Like a Pro

Aaron Wise

Data wrangling turns messy raw data into clean, enriched and validated datasets, the foundation of any reliable data science work.