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Yes. Start with 2 full AI mock interviews, complete with real-time feedback, scores, and detailed performance reports. No credit card required.

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Upload your resume, pick your target company and role, and choose from 10 interview types. The AI interviewer asks role-specific questions via voice, listens to your answers, asks follow-up questions, and delivers scored feedback after each session.

What types of interviews can I practice?

10 types: Behavioral, Technical, Strategic, Case Study, Campus Placement, HR Round, Panel, Management, Salary Negotiation, and Government/PSU. Each with 3 difficulty levels and mini or full session options.

Can I practice for specific companies like TCS, Infosys, or Google?

Yes. We support 200+ target companies including Google, Amazon, TCS, Infosys, Flipkart, Razorpay, McKinsey, Deloitte, and more, each with distinct interview patterns.

How is this different from ChatGPT or practicing with friends?

ChatGPT is text-only with no voice, no scoring, no resume integration, and no progress tracking. HireStepX is a purpose-built interview simulator: voice-based, resume-personalized, with detailed analytics.

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A single coaching session typically costs ₹3,000-10,000. HireStepX is ₹9 per session or ₹39/month for 5 sessions (Sprint Pack) with full AI coaching and analytics, available 24/7.

What is the recruitment process at Zomato?

The typical Zomato recruitment process has 4 stages: Recruiter screen and technical pre-screen → SQL and data-manipulation round → Streaming pipeline and warehouse-design round → Hiring-manager and behavioural round, then offer.

What are the interview rounds at Zomato?

Zomato typically conducts 4 interview rounds: Round 1 (45-60 min): SQL round on cohort metrics and self-joins.; Round 2 (60 min): streaming pipeline round under bursty load.; Round 3 (45-60 min): warehouse-modelling and workload-isolation round.; Round 4 (45 min): behavioural and hiring-manager round..

What pipeline questions does Zomato ask data engineers?

Near-real-time per-city delivery-partner utilisation metrics from order and location events, with autoscaling, back-pressure, and event-time windowing to survive bursty dinner-time load.

What SQL does Zomato ask data engineers?

Cohort-style metrics like ranking restaurants by repeat-order rate within each city, using self-joins and window functions partitioned by city.

Does Zomato test warehouse design?

Yes. Rounds probe workload isolation, materialised aggregates, and serving-layer separation so operational dashboards and ad-hoc analyst queries do not contend for resources.

← All companies·Zomato·Technical

Zomato Data Engineer Interview Questions India 2026

Zomato's data-engineering rounds probe bursty stream processing, cohort SQL, and warehouse workload isolation, reflecting a delivery business with sharp demand peaks.

Practice with AI voice feedback 12 questions · Technical · 2 sessions free

In 2026 expect a pipeline round on near-real-time per-city delivery-partner utilisation metrics from order and location events that survives dinner-time bursts, a SQL round on ranking restaurants by repeat-order rate within each city (self-joins and window functions), and a modelling round on a warehouse that serves operational dashboards and ad-hoc analyst queries without resource contention. Interviewers reward reasoning about autoscaling, back-pressure, event-time windowing, and workload isolation over generic batch ETL. Ground answers in real delivery-operations analytics.

About Zomato

Listed Indian food-tech (food delivery + dining out + Hyperpure B2B + Blinkit quick commerce).

Products: Zomato food delivery · Hyperpure (B2B supply) · Blinkit (quick commerce) · Zomato Pro / Gold
Competitors: Swiggy · Zepto · Eternal/Tata Restaurants · BigBasket
Scale: Public company. Operates in India + select international markets.

Zomato recruitment process

01
Recruiter screen and technical pre-screen
02
SQL and data-manipulation round
03
Streaming pipeline and warehouse-design round
04
Hiring-manager and behavioural round, then offer

What to expect in each round

01
Round 1 (45-60 min)
SQL round on cohort metrics and self-joins.
02
Round 2 (60 min)
streaming pipeline round under bursty load.
03
Round 3 (45-60 min)
warehouse-modelling and workload-isolation round.
04
Round 4 (45 min)
behavioural and hiring-manager round.

Technical questions Zomato asked

Sourced from 2+ candidate post-mortems. Hit Practice to answer any one with AI voice feedback.

01
Medium
Reverse a linked list in O(1) extra space. Then explain when you'd use this in production.
Practice free →
02
Easy
What is the difference between a class and an object? Give an example.
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03
Easy
Write a SQL query to find the second-highest salary in a department.
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04
Easy
What is normalisation in databases? When would you de-normalise?
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05
Easy
What's the difference between a stack and a queue? Give a real-world use case for each.
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06
Hard
Given a stream of integers, design a data structure that returns the median in O(log n).
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07
Medium
You have a service that's slow only on Tuesdays. Walk me through how you'd debug.
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08
Hard
Here's 200 lines of payment-processing code with several intentional bugs. Find them and explain the production impact of each.
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09
Medium
Explain webhooks vs. polling for a developer who has never built a payment integration. You have 4 sentences.
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10
Hard
Walk me through Razorpay's fraud-detection model. How would you reduce false positives without increasing chargeback losses?
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11
Medium
We see UPI failure rates spike at 9pm on weekends. How would you debug and what's your hypothesis?
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12
Easy
What's 54% of 110? You have 10 seconds.
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Answer framework

Burst-and-Isolate

Handle bursty delivery streams with autoscaling and event-time windowing, write cohort SQL with self-joins, and isolate operational from analytical warehouse…

Interview rounds4

Difficulty5E · 4M · 3H

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