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      v4c.ai

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      Data Engineer Interview

      May 28, 2026
      Anonymous interview candidate
      Mumbai
      No offer
      Negative experience
      Average interview

      Application

      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?
      Answer question

      Other Data Engineer interview reviews for v4c.ai

      Data Engineer Interview

      Jan 28, 2026
      Anonymous interview candidate
      Pune
      No offer
      Positive experience
      Average interview

      Application

      I applied through university. I interviewed at v4c.ai (Pune)

      Interview

      Totally 2- test rounds, 2 technical rounds, 1 HR round. The process was smooth. The test rounds were kinda difficult. Interviews were easy.It was for the data engineer role based out of Pune.

      Interview questions [1]

      Question 1

      SQL related questions.Data related concepts
      Answer question

      Data Engineer Interview

      Jan 7, 2026
      Anonymous interview candidate
      Bengaluru
      No offer
      Negative experience
      Easy interview

      Application

      I applied through a recruiter. The process took 3 weeks. I interviewed at v4c.ai (Bengaluru) in Dec 2025

      Interview

      I had one of the worst interview experiences with V4c.ai, reflecting a serious lack of professionalism and internal coordination. The interview process consisted of three rounds (two technical and one techno-managerial), followed by HR discussion. I successfully completed all the rounds and was explicitly informed that I had cleared the final round. Post this confirmation, I was asked to share documents for verification, which I promptly submitted. However, after document submission, I received a message stating that the confirmation shared earlier was a mistake, and that feedback meant for another candidate with a similar name was incorrectly communicated to me. As a result, they decided not to proceed with my profile. This level of miscommunication is highly unacceptable. Clearing interviews, being officially informed of selection, and being asked for document verification creates genuine expectations for a candidate. Reversing the decision due to an internal error shows poor hiring practices, lack of accountability, and disrespect for a candidate’s time and effort. Such mistakes seriously damage employer credibility. Candidates invest significant time, preparation, and emotional energy into interviews, and this experience reflects a careless and unstructured recruitment process. I strongly hope the organization improves its internal communication and hiring discipline to avoid putting future candidates through a similar experience. Overall Experience: ⭐ (1/5)

      Interview questions [1]

      Question 1

      Questions on Azure services and few coding questions on pyspark and SQL
      Answer question

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