The hiring process at v4c.ai takes an average of 60 days when considering 1 user submitted interviews across all job titles. To compare, the average duration of hiring at similar companies like BlackRock, Inc. is 14 days, Fabricated Software, Inc. is 2 days, and Apple Inc. is 21 days. Candidates applying for Data Engineer had the quickest hiring process (on average 60 days), whereas Data Engineer roles had the slowest hiring process (on average 60 days).
I applied online. I interviewed at v4c.ai (Gurgaon, Haryana) in Oct 2025
Interview
Most of the time they take 3-4 level of Interviews, First round is very basic Theoretical Concepts (30-40 minutes), Second round is Technical Round (45 - 60 minutes) Third is sometimes HR Round or sometimes they take a discussion round then leading towards HR Round.
Interview questions [1]
Question 1
SQL Question - (Find second & third highest salary (Should have 2-3 solution)), JOINS, CTE, (Famous Join question related to how much records we will receive on diff Joins)
Python - Pandas, Decorator, Data Collections, (questions like Fibonacci Series, Char Count in String)
Diff Between ETL/ELT, ETL Tools
I applied online. I interviewed at v4c.ai (Mumbai) in Jan 2026
Interview
Just another scam company with scam openings. I don't understand the purpose behind taking interviews when they don't want any candidates. I have seen this pattern in many companies. There are legitimate HRs, interviewers and 2-3 round of interviews. I cleared all the rounds within a week. After the final round, I didn't get any feedback so I called Sana who was the HR and she said the interviewers have given me a good feedback and toh have been selected. Then comes the complete ghosting. I had sent multiple emails after that resulting in no response. It's been 4 months now. What a useless company.
Interview questions [1]
Question 1
Round 1:
How to change Soft delete as hard delete - CDC change logic
How do you handle sudden surge in data
Difference between materialized view, view and temp view
Have you been in a stakeholder meeting?
Dependency management in your ETL tool
How will you get notified when there is an error in pipeline
Difference between data lake, data warehouse and delta lake
How do you handle with duplication of data while ingesting
Round 2:
SQL query optimization methods
What is spark
Which AWS services have you used?
Self Rating in Python and SQL
Other than DE where have you used python?
Round 3:
Primary work, tools used
How do you ensure data quality in your pipelines?
Where do you deploy your code?
Why need of separate dbs, OLTP and OLAP?
Most recent project, use case and tools used
What is Autoloader in Databricks?
How do you manage schema evolution?
Why there was a need of real time streaming in your architecture?
When to use nested queries and CTE?
I applied online. I interviewed at v4c.ai (Bengaluru) in Jun 2024
Interview
Good. Most of the questions were scenario based rather than textbook questions for an analyst. This ensured the interview was a two way conversation rather than a QnA type. The interviewer was friendly, patient and had a good domain knowledge. The feedback was instant and felt like the interviewer was there to listen to your solutions rather than correct them immediately.