Baazi Games Live Ops Analyst Interview: Rounds, Questions and Preparation

What the job involves

A Live Ops Analyst keeps live games and creator platforms running smoothly by monitoring real-time metrics, responding to incidents, and executing in-game events and promotions. The role sits between data, product, and customer support, so you track daily active users, revenue, and server health while coordinating quick fixes. In gaming and creator economy firms, you often work in shifts because players and creators expect 24/7 uptime and fast responses.

Role and Technical Knowledge

1. 1

   What are the key live ops metrics you would monitor daily for a real-money gaming app?

   Mention DAU, MAU, stickiness (DAU/MAU), retention (D1, D7, D30), ARPU, ARPPU, conversion rate, and session length. Explain why each matters for revenue and player health.

2. 2

   How would you use SQL to find players who were active yesterday but not today?

   Describe a simple query using date filters and a left join or NOT IN clause on user activity tables. Show you understand table structure and time zones.

3. 3

   What is the difference between a live ops event and a permanent game feature?

   Live ops events are time-bound, often promotional, and can be configured without a full app update. Permanent features go through product and engineering release cycles.

4. 4

   Which tools would you use to monitor server health and real-time errors during a peak traffic event?

   Name dashboards like Grafana, Kibana, or Datadog, and mention alerting via Slack or PagerDuty. Emphasise quick detection and escalation.

Practical Scenarios

1. 5

   A live tournament crashes 10 minutes before the final round. What do you do in the first 15 minutes?

   Prioritise player communication, check dashboards for root cause, escalate to engineering, and prepare a compensation plan. Show calm triage and clear updates.

2. 6

   You notice a sudden 20% drop in in-app purchases over the last hour. How do you investigate?

   Check payment gateway status, recent app updates, regional outages, and competitor activity. Use SQL to segment by platform, region, and user cohort.

3. 7

   A creator on your platform reports that their live stream is buffering for many viewers. How do you handle it?

   Verify with real-time viewer metrics, check CDN or server load, and communicate with the creator. Offer a temporary workaround and log the incident for follow-up.

4. 8

   You are asked to run a Diwali offer for a card game. What steps do you take from planning to post-mortem?

   Define goal and KPIs, set up event configuration, test in staging, monitor live, and review results. Mention A/B testing and player feedback.

Behavioural and Situational

1. 9

   Tell me about a time you had to make a quick decision with incomplete information.

   Use a STAR example from college projects, internships, or part-time work. Focus on how you prioritised, acted, and learned from the outcome.

2. 10

   How would you handle a shift handover when the next person is late and an issue is still unresolved?

   Show ownership: document the issue clearly, inform your manager, and stay until relief arrives if needed. Emphasise clear written communication.

3. 11

   Describe a situation where you had to explain a technical problem to a non-technical person.

   Pick an example where you simplified jargon, used analogies, and confirmed understanding. This shows you can talk to creators, support, or marketing.

4. 12

   Why do you want to work in live ops for gaming and the creator economy?

   Connect your interest in real-time problem solving and gaming culture to the role. Mention willingness to work shifts and learn quickly.

HR and Company Fit

1. 13

   Are you comfortable working night shifts, weekends, and holidays?

   Be honest and positive. Explain how you manage energy and routine, and show you understand that live ops runs 24/7.

2. 14

   What do you know about the Indian gaming and creator economy market?

   Mention growth in real-money gaming, fantasy sports, and UPI payments. Show awareness of regulations and popular platforms without naming specific companies as your sole focus.

3. 15

   Where do you see yourself in two years in a live ops career?

   Show a path from analyst to senior analyst or live ops lead. Emphasise deepening skills in data, automation, and incident management.

4. 16

   How do you handle repetitive monitoring tasks without losing focus?

   Talk about checklists, automation, and staying alert during quiet periods. Give an example of staying consistent in a routine job or study schedule.