Question 1

Is Platform Engineering replacing DevOps?

Accepted Answer

No. Platform Engineering doesn’t replace DevOps; it evolves it. DevOps introduced a culture of collaboration and automation between development and operations, while Platform Engineering takes those principles and turns them into scalable, productized solutions. In other words, DevOps is about how teams work, and Platform Engineering is about what they work with, the platforms, tools, and processes that make delivery faster and more consistent.

Question 2

What are the main types of data ingestion?

Accepted Answer

There are three primary types of data ingestion:Batch ingestion – Transfers data at fixed intervals (e.g., hourly, daily).Streaming ingestion – Moves data continuously in real time as events occur.Hybrid or micro-batch ingestion – Combines both, sending frequent small batches for near real-time insights.Choosing the right type depends on how fresh your data needs to be and how much volume you process.

Question 3

How can companies ensure data quality during ingestion?

Accepted Answer

Data quality starts at the ingestion layer. Organizations should: Validate data types and formats during ingestion.Deduplicate and filter invalid or corrupted records.Track data lineage to trace errors back to the source. Use built-in quality checks from tools like Informatica, Databricks Auto Loader, or Talend to catch inconsistencies early.