Interview guides · TiVo
TiVo Software Engineer Interview Guide
TiVo Software Engineer interview guide: reported rounds, questions and how candidates describe the process.
The 60-second brief
As a Software Engineer at TiVo, you play a crucial role in shaping the future of entertainment technology. Your contributions directly impact the development of innovative products that enhance the viewing experience for millions of users worldwide. This position is integral to the design, development, and maintenance of software systems that power TiVo's renowned digital video recorders and streaming services. In this role, you'll engage with complex software challenges that require a deep understanding of algorithms, data structures, and system architecture. You will collaborate with cross-functional teams to deliver high-quality solutions that not only meet user needs but also drive business value.
This guide is scoped to a Software Engineer candidate at TiVo.
Focus areas
- Java
- Algorithmic Problem Solving
- Coding Skill (General)
The TiVo interview process
TiVo candidates report 3 rounds over 3-5 weeks. The stages below are what candidates describe, not a published process.
Initial Phone Screening
The first step involves a phone screening to assess basic qualifications and fit for the role.
What to demonstrate
- The first step involves a phone screening to assess basic qualifications and fit for the role
- Depth in Java
How to prepare
- Be able to walk your CV end to end in two minutes, and say why this company specifically.
- Have your salary expectations, notice period and location constraints ready, and ask for the rest of the loop in writing.
Technical Assessments
Candidates undergo technical assessments to evaluate their coding skills and understanding of software engineering principles.
What to demonstrate
- Candidates undergo technical assessments to evaluate their coding skills and understanding of software engineering principles
- Depth in Java
How to prepare
- Answer aloud and timed: What are the differences between interfaces and abstract classes?
- Answer aloud and timed: Solve a problem using linked lists with a focus on insertion and deletion operations.
Onsite Interviews
Multiple rounds of onsite interviews focus on both technical and behavioral evaluations to assess overall fit.
What to demonstrate
- Multiple rounds of onsite interviews focus on both technical and behavioral evaluations to assess overall fit
- Depth in Java
How to prepare
- Answer aloud and timed: Explain the concept of polymorphism with an example.
- Answer aloud and timed: Describe a challenging project you worked on and how you overcame obstacles.
Where candidates lose points
Practice Coding
Regularly solve coding challenges on platforms like LeetCode or HackerRank to sharpen your skills.
Understand the Product
Familiarize yourself with TiVo’s products and services to better understand user needs and challenges.
Prepare Questions
Be ready to ask insightful questions about team dynamics and project goals to demonstrate your interest in the role.
Stay Calm Under Pressure
Interviewers appreciate candidates who can think clearly and articulate their thoughts even under challenging questions.
Questions & practice
How would you implement a function to find duplicate elements in an array?
Medium · Technical Questions
Approach
- Restate the input: its shape, its size, and what is guaranteed about it.
- Name the brute-force solution and its complexity before improving on it.
- Choose the data structure from the access pattern, not from familiarity.
- State the target complexity and say which constraint rules the naive version out.
Follow-up
- How does this change if the input no longer fits in memory?
- What is the worst case, and how likely is it on real data?
Describe how garbage collection works in Java.
Medium · Technical Questions
Approach
- Say what the runtime actually does before reasoning about the code.
- Name what is shared across threads and what owns each piece of state.
- Identify the window where an invariant is briefly untrue.
- Distinguish a value from a reference to it, and say which one you handed out.
Follow-up
- What happens if two callers reach this at the same time?
- Where could this allocate more than you expect?
Solve a problem using linked lists with a focus on insertion and deletion operations.
Medium · Technical Questions
Approach
- Restate the input: its shape, its size, and what is guaranteed about it.
- Name the brute-force solution and its complexity before improving on it.
- Choose the data structure from the access pattern, not from familiarity.
- State the target complexity and say which constraint rules the naive version out.
Follow-up
- How does this change if the input no longer fits in memory?
- What is the worst case, and how likely is it on real data?
Explain how you would optimize a particular algorithm for better performance.
Medium · Problem-Solving Questions
Approach
- Restate the input: its shape, its size, and what is guaranteed about it.
- Name the brute-force solution and its complexity before improving on it.
- Choose the data structure from the access pattern, not from familiarity.
- State the target complexity and say which constraint rules the naive version out.
Follow-up
- How does this change if the input no longer fits in memory?
- What is the worst case, and how likely is it on real data?
Explain why the owner filter ignores the listing index
Medium · composite index · query plans · sort elimination
The only index on resource is (tenant_id, status, updated_at DESC, resource_id DESC). A new endpoint returns one user's resources across all statuses, newest created first: WHERE tenant_id = $1 AND owner_user_id = $2 ORDER BY created_at DESC LIMIT 20. On a tenant with 2M rows it takes 900 ms and EXPLAIN shows a sort above a large scan. Explain precisely why the existing index cannot serve it, give the index that can, and state which of these the new index still will not help: owner_user_id alone across tenants; the same query ordered by updated_at. PostgreSQL 16.
Approach
- Separate the two jobs an index does. For filtering, a composite btree is seekable only on a left prefix, so with no predicate on status the scan can at best range over tenant_id and test owner_user_id per row; PostgreSQL 16 has no btree skip scan to jump the unconstrained column.
- For ordering, the index is sorted by (status, updated_at) within a tenant and not by created_at, so the LIMIT cannot stop early: every matching row is read and then sorted. That is the 'Sort Method: top-N heapsort' line, and it is why the plan reads 2M rows to answer with 20.
- Derive the replacement from the access path — equality, equality, then the ordering column: CREATE INDEX CONCURRENTLY ON resource (tenant_id, owner_user_id, created_at DESC). The scan seeks to the (tenant, owner) range and walks 20 entries in order, so the Sort node disappears along with the row-read.
- Treat INCLUDE (title, status) as conditional, not free. An index-only scan still visits the heap for any row whose page is not marked all-visible, so on a table taking 1.2k writes/second the win depends on autovacuum keeping the visibility map current, and the wider index costs more on every insert.
Follow-up
- 90% of rows are status='active'. Would a partial index WHERE status = 'active' change your answer, and for which of the three queries?
- A dashboard runs this for 40 owners in one page load. What changes about the design?
Find version gaps and relay lag with window functions
Medium · window functions · event tables · frame semantics
outbox_event holds event_id, aggregate_type, aggregate_id, aggregate_version, event_type, payload, status ('pending','published','dead'), attempts, created_at, published_at. A projection is missing rows and you must decide whether the relay skipped events or the consumer dropped them. Write three queries over the last seven days: one listing every aggregate_id whose published aggregate_version sequence has a hole, one giving per-day counts with a running total, and one returning the newest published event per aggregate. For each, say where the window function is evaluated relative to WHERE and LIMIT. PostgreSQL 16.
Approach
- Gaps: compute lead(aggregate_version) OVER (PARTITION BY aggregate_id ORDER BY aggregate_version) in a subquery, then filter next_version <> aggregate_version + 1 in the outer query. Window functions are evaluated after WHERE, GROUP BY and HAVING and before the outer ORDER BY and LIMIT, so the predicate cannot sit in the same WHERE clause and PostgreSQL 16 has no QUALIFY.
- Say what the seven-day filter does to the answer: it truncates every partition, so the first row per aggregate has no predecessor inside the window and a hole spanning the boundary is invisible. Widen the window, or join to resource.version as the authority for the true maximum.
- Running total: SELECT date_trunc('day', created_at) AS d, count() AS n, sum(count()) OVER (ORDER BY date_trunc('day', created_at) ROWS UNBOUNDED PRECEDING). An aggregate inside a window call is legal because grouping runs before windowing. The grouping key is unique per row here so ROWS and RANGE agree, but write the frame anyway — over ungrouped rows with tied timestamps the default RANGE frame pulls in every peer row and the total jumps.
- Newest per aggregate: DISTINCT ON (aggregate_id) ... ORDER BY aggregate_id, aggregate_version DESC is the cheap PostgreSQL-only form when an index matches that order; row_number() OVER (PARTITION BY aggregate_id ORDER BY aggregate_version DESC) = 1 is the portable form and needs a subquery for the same evaluation-order reason as the gap query.
Follow-up
- Relay failover redelivers events. Does a duplicate break the gap query, and how would you detect one from this table alone?
- Turn the gap check into a continuous monitor rather than a query someone runs after an incident. What does it watch?
What are the differences between interfaces and abstract classes?
Medium · Technical Questions
Approach
- Clarify what is being asked and what a complete answer contains.
- State your assumptions explicitly before working the problem.
- Say what you would check first and why it is the highest-information step.
- Work from the requirement backwards to the design.
Follow-up
- What assumption would you test first?
- How would you know your answer was wrong?
Explain the concept of polymorphism with an example.
Medium · Technical Questions
Approach
- Clarify what is being asked and what a complete answer contains.
- State your assumptions explicitly before working the problem.
- Say what you would check first and why it is the highest-information step.
- Work from the requirement backwards to the design.
Follow-up
- What assumption would you test first?
- How would you know your answer was wrong?
You are given a large dataset. How would you approach analyzing it for insights?
Medium · Problem-Solving Questions
Approach
- Clarify what is being asked and what a complete answer contains.
- State your assumptions explicitly before working the problem.
- Say what you would check first and why it is the highest-information step.
- Work from the requirement backwards to the design.
Follow-up
- What assumption would you test first?
- How would you know your answer was wrong?
Describe a situation where you had to learn a new technology quickly.
Medium · Problem-Solving Questions
Approach
- Clarify what is being asked and what a complete answer contains.
- State your assumptions explicitly before working the problem.
- Say what you would check first and why it is the highest-information step.
- Work from the requirement backwards to the design.
Follow-up
- What assumption would you test first?
- How would you know your answer was wrong?
Design a URL shortening service. What considerations would you take into account?
Medium · System Design Questions
Approach
- Fix the scope first: who calls this, how often, and what they do when it fails.
- Name the read and write paths separately; they rarely have the same bottleneck.
- Choose a partition key and say what query it makes expensive.
- State the consistency you need, and where you are willing to be stale.
Follow-up
- What breaks first when traffic grows ten times?
- How does this behave when that dependency is down for an hour?
How would you architect a scalable video streaming platform?
Medium · System Design Questions
Approach
- Fix the scope first: who calls this, how often, and what they do when it fails.
- Name the read and write paths separately; they rarely have the same bottleneck.
- Choose a partition key and say what query it makes expensive.
- State the consistency you need, and where you are willing to be stale.
Follow-up
- What breaks first when traffic grows ten times?
- How does this behave when that dependency is down for an hour?
If you encounter a bug in your code, what steps do you take to troubleshoot it?
Medium · Problem-Solving Questions
Approach
- Establish what changed and when, before forming any theory.
- Pick a bisection that eliminates candidates whichever way it turns out.
- Check the instrumentation before believing the symptom.
- Separate the trigger from the cause; the deploy is rarely the bug.
Follow-up
- What would you look at first, and what would it rule out?
- How would you tell a cause from a coincidence here?
Suggested practice checklist
Built from the rounds and topics TiVo candidates report.
Day 1 — Map the TiVo loop
- Write out the reported sequence: Initial Phone Screening, Technical Assessments, Onsite Interviews.
- For each round, write one sentence on what it is judging, from the description above, and mark the one you are least ready for.
Deliverable: A one-page map of the 3 reported rounds, with the weakest marked.
Day 2 — Work Java
- Spend the session on Java, which TiVo candidates report being tested on.
- Write one worked example in Java and time yourself on it.
Deliverable: One timed worked example in Java.
Day 3 — Work Algorithmic Problem Solving
- Spend the session on Algorithmic Problem Solving, which TiVo candidates report being tested on.
- Write one worked example in Algorithmic Problem Solving and time yourself on it.
Deliverable: One timed worked example in Algorithmic Problem Solving.
Day 4 — Work Coding Skill (General)
- Spend the session on Coding Skill (General), which TiVo candidates report being tested on.
- Write one worked example in Coding Skill (General) and time yourself on it.
Deliverable: One timed worked example in Coding Skill (General).
Day 5 — Answer out loud: Technical Questions
- Answer aloud, timed: How would you implement a function to find duplicate elements in an array?
- Answer aloud, timed: Describe how garbage collection works in Java.
Deliverable: Spoken answers to 2 reported Technical Questions question(s), under time.
Day 6 — Answer out loud: Behavioral Questions
- Answer aloud, timed: Describe a challenging project you worked on and how you overcame obstacles.
- Answer aloud, timed: How do you prioritize your tasks when faced with multiple deadlines?
Deliverable: Spoken answers to 2 reported Behavioral Questions question(s), under time.
Day 7 — Answer out loud: Problem-Solving Questions
- Answer aloud, timed: You are given a large dataset. How would you approach analyzing it for insights?
- Answer aloud, timed: If you encounter a bug in your code, what steps do you take to troubleshoot it?
Deliverable: Spoken answers to 2 reported Problem-Solving Questions question(s), under time.
Behavioural preparation
Behavioural rounds judge the decision you made and what it cost.
Describe a challenging project you worked on and how you overcame obstacles.
Medium · Behavioral Questions
Approach
- Pick a story where you made the decision, not one where you watched it.
- State the situation in two sentences and spend the rest on the reasoning.
- Give the blast radius: what could have broken, and what you measured.
- Name the disagreement and how you resolved it with evidence.
Follow-up
- What would you do differently if you ran that again?
- How did you know your change caused the improvement?
How do you prioritize your tasks when faced with multiple deadlines?
Medium · Behavioral Questions
Approach
- Pick a story where you made the decision, not one where you watched it.
- State the situation in two sentences and spend the rest on the reasoning.
- Give the blast radius: what could have broken, and what you measured.
- Name the disagreement and how you resolved it with evidence.
Follow-up
- What would you do differently if you ran that again?
- How did you know your change caused the improvement?
Give an example of a time you worked in a team. What was your role and contribution?
Medium · Behavioral Questions
Approach
- Pick a story where you made the decision, not one where you watched it.
- State the situation in two sentences and spend the rest on the reasoning.
- Give the blast radius: what could have broken, and what you measured.
- Name the disagreement and how you resolved it with evidence.
Follow-up
- What would you do differently if you ran that again?
- How did you know your change caused the improvement?
How do you handle feedback and criticism from peers or supervisors?
Medium · Behavioral Questions
Approach
- Pick a story where you made the decision, not one where you watched it.
- State the situation in two sentences and spend the rest on the reasoning.
- Give the blast radius: what could have broken, and what you measured.
- Name the disagreement and how you resolved it with evidence.
Follow-up
- What would you do differently if you ran that again?
- How did you know your change caused the improvement?