As a Software Engineer at Apex Systems, you occupy a vital position driving technical innovation and enterprise solution delivery. Apex Systems operates as a premier technology services and consulting enterprise, connecting talented engineers with high-impact initiatives across Fortune 500 clients in financial services, healthcare, retail, automotive, and cloud technology. In this role, you are directly responsible for architecting, building, and maintaining production-grade applications, microservices, and distributed data systems that power mission-critical client operations. The work you perform extends across the entire software development lifecycle. Depending on your specific client deployment and team alignment, you may be designing real-time data pipelines using Java, Spring Boot, Kafka, and AWS, or building resilient enterprise applications using modern.NET, Node.js, and React stacks. Because places engineering talent across diverse technical ecosystems, successful engineers are recognized for their strong core computer science fundamentals, adaptability, and ability to deliver clean, highly testable code within complex enterprise environments. Apex Systems Joining Apex Systems as a Software Engineer offers a dynamic career trajectory where you can sharpen your technical expertise while tackling real-world scalability and performance challenges.
Initial Screening
reportedLed by an internal technical recruiter, this phase focuses on your high-level technical background and project experience.
What to demonstrate
- Led by an internal technical recruiter, this phase focuses on your high-level technical background and project experience
- Depth in Test-Driven Development (TDD)
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 Assessment
reportedInvolves a live coding session or a take-home assignment, followed by a comprehensive panel interview.
What to demonstrate
- Involves a live coding session or a take-home assignment, followed by a comprehensive panel interview
- Depth in Test-Driven Development (TDD)
How to prepare
- Answer aloud and timed: How do microservices communicate asynchronously, and how do you implement fault tolerance using circuit breakers?
- Answer aloud and timed: What is the function of Spring Cloud Config and Eureka service discovery in a distributed architecture?
Panel Interview
reportedYou will face system design scenarios, architectural discussions, and behavioral questions emphasizing real-world problem-solving.
What to demonstrate
- You will face system design scenarios, architectural discussions, and behavioral questions emphasizing real-world problem-solving
- Depth in Test-Driven Development (TDD)
How to prepare
- Answer aloud and timed: How do you handle database transaction management across multiple microservice boundaries?
- Answer aloud and timed: Can you walk through the seven layers of the OSI Model and explain what happens at the Transport and Network layers?
Client-Facing Interview
reportedIf applicable, this final round involves direct interaction with the client's engineering leadership to demonstrate technical depth and communication skills.
What to demonstrate
- If applicable, this final round involves direct interaction with the client's engineering leadership to demonstrate technical depth and communication skills
- Depth in Test-Driven Development (TDD)
How to prepare
- Answer aloud and timed: What are the core differences between TCP and UDP protocols, and in what scenarios would you choose UDP?
- Answer aloud and timed: How do VLANs, switches, and routers segment and direct network traffic within an enterprise environment?
PracHub editorial advice for the preparation topics above.
Clarify Role Details Early
Always confirm the exact job description, required years of experience, primary tech stack, and daily duties with your Apex Systems recruiter during the first call to ensure complete alignment.
Master Core Concepts Over Syntax
Focus on explaining architectural design patterns, object-oriented principles, and memory management rather than relying on exact memorization of syntactical boilerplate.
Practice Explaining Trade-offs
When answering system design or programming questions, explicitly state the trade-offs of your approach regarding performance, maintainability, memory usage, and time complexity.
Choose a category, try a prompt, then open its approach, worked solution or follow-up when you need it.
How do you approach refactoring a legacy method to make it testable using mock objects and functional unit tes
How do you approach refactoring a legacy method to make it testable using mock objects and functional unit tests?
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?
What are the core principles of Test-Driven Development (TDD), and how do you differentiate TDD from Behavior-
What are the core principles of Test-Driven Development (TDD), and how do you differentiate TDD from Behavior-Driven Development (BDD)?
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?
How do you analyze time and space complexity for an algorithmic solution using Big O notation?
How do you analyze time and space complexity for an algorithmic solution using Big O notation?
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?
Write the update path that detects a concurrent edit
resource carries version INT NOT NULL DEFAULT 1. resource_revision holds revision_id, resource_id, version, actor_user_id, change_kind, patch JSONB, request_id, created_at with UNIQUE (resource_id, version). outbox_event holds aggregate_type, aggregate_id, aggregate_version, event_type, payload, status. A PUT carries the version the client read. Write the exact statements for the single transaction that applies the edit, records the revision and enqueues 'resource.updated', and give the handler's branch on zero affected rows. Then say what PostgreSQL 16 does under READ COMMITTED when two of these updates hit one row at once.
Approach
- One transaction, three writes, no network call inside it: UPDATE resource SET title = $3, version = version + 1, updated_at = now() WHERE resource_id = $1 AND tenant_id = $4 AND version = $2; then INSERT the resource_revision row at version $2 + 1; then INSERT the outbox_event row at the same aggregate_version. The event goes to a table rather than a broker because no transaction spans both.
- Branch on the affected-row count before doing anything else. Zero has three causes — stale version, wrong tenant, row gone — so re-read once and map to 409 carrying the current version, or 404 for an id outside the caller's tenant, which also stops the endpoint confirming that another tenant's id exists.
- State the engine behaviour instead of assuming it. Under READ COMMITTED the second UPDATE blocks on the row lock, and when the first commits PostgreSQL re-evaluates the WHERE clause against the newly committed row, so the version predicate now fails and the statement reports zero rows. Under REPEATABLE READ the identical collision raises SQLSTATE 40001 instead, so the handler must fold both shapes into one conflict response.
- Keep UNIQUE (resource_id, version) even though the predicate already serialises writers. It is what makes a lost update unwritable if any other path ever reaches the revision table, and it converts a logic bug into 23505 rather than into a silently missing history row.
Follow-up
- A client sends the version it read ten minutes ago and the resource has moved three versions. What is in your 409 so it can resolve the conflict without a full re-fetch?
- Two editors, two disjoint fields, no overlap. Does your answer still refuse the second write, and should it?
Stop tag and share joins from fanning out a page
resource_tag is (resource_id, tag_id) with PK (resource_id, tag_id); resource_share is (resource_id, shared_with_user_id, permission). The tagged-and-shared listing inner-joins resource to both, filters tenant_id, tag_id = ANY($2) and shared_with_user_id = $3, orders by updated_at DESC and takes 50. Pages come back with fewer than 50 distinct resources and the total in the header is far too high. Explain the row multiplication, rewrite both the page query and the count query so each is correct, and name the index each one needs. PostgreSQL 16.
Approach
- Do the arithmetic against the predicates that are actually there. An inner join emits one row per matching child row, and both joins are filtered: tag_id = ANY($2) admits only the requested tags, shared_with_user_id = $3 admits one user's share rows. So a resource holding three of the requested tags and shared with $3 once yields three rows, not one — the multiplier is its count of matching tags times its share rows for that single user, and that second factor is 1 unless the table admits duplicate (resource_id, shared_with_user_id) pairs. LIMIT 50 then limits rows rather than resources, and COUNT(*) counts pairs — the header is the product, not the population.
- Reject DISTINCT as the fix. It deduplicates after the product has been built, so the planner must materialise and sort the fanned-out set before the LIMIT can apply, and it leaves any SUM or AVG in the same select list wrong.
- Rewrite both filters as semi-joins, keeping resource as the only row source: AND EXISTS (SELECT 1 FROM resource_tag rt WHERE rt.resource_id = r.resource_id AND rt.tag_id = ANY($2)) and the same shape against resource_share. A semi-join stops at the first match per resource and preserves the driving index order, so ORDER BY updated_at DESC, resource_id DESC LIMIT 50 still stops after 50 rows.
- Count with the same predicates and no join at all: SELECT count(*) FROM resource r WHERE r.tenant_id = $1 AND r.status = 'active' AND EXISTS (...) AND EXISTS (...). Nothing multiplies a resource, so the number is the population.
Follow-up
- The filter changes from 'any of these tags' to 'all of these tags'. Rewrite it and state what it costs relative to the ANY form.
- A resource can be shared with the same user twice under different permissions. Does your count change, and should it?
How do you manage bean scope and lifecycle events in a Spring Boot microservice application?
How do you manage bean scope and lifecycle events in a Spring Boot microservice application?
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?
Can you explain the difference between abstract classes and interfaces in Java, and when you would select one
Can you explain the difference between abstract classes and interfaces in Java, and when you would select one over the other?
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?
How do microservices communicate asynchronously, and how do you implement fault tolerance using circuit breake
How do microservices communicate asynchronously, and how do you implement fault tolerance using circuit breakers?
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?
What is the function of Spring Cloud Config and Eureka service discovery in a distributed architecture?
What is the function of Spring Cloud Config and Eureka service discovery in a distributed architecture?
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?
Can you walk through the seven layers of the OSI Model and explain what happens at the Transport and Network l
Can you walk through the seven layers of the OSI Model and explain what happens at the Transport and Network layers?
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?
What are the core differences between TCP and UDP protocols, and in what scenarios would you choose UDP?
What are the core differences between TCP and UDP protocols, and in what scenarios would you choose UDP?
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 do VLANs, switches, and routers segment and direct network traffic within an enterprise environment?
How do VLANs, switches, and routers segment and direct network traffic within an enterprise environment?
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?
What is the difference between latency and throughput in high-volume network communications?
What is the difference between latency and throughput in high-volume network communications?
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 do you secure data in transit across public and private cloud networks using TLS/SSL?
How do you secure data in transit across public and private cloud networks using TLS/SSL?
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 do you implement error handling and logging standards in a RESTful API?
How do you implement error handling and logging standards in a RESTful API?
Approach
- Say who the caller is and what they do when the call fails halfway.
- Define the identity of a request so a retry cannot double-apply it.
- Separate accepted, pending, failed and confirmed; they are different facts.
- Design the error taxonomy before the success shape; callers branch on it.
Follow-up
- What happens if the caller retries after a timeout?
- How does a client discover it is on an old version of this contract?
How does Apache Spark distribute computation across a cluster, and how do you optimize transformations to prev
How does Apache Spark distribute computation across a cluster, and how do you optimize transformations to prevent data shuffling?
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?
What strategies do you use to structure relational schemas versus non-relational document stores for high-thro
What strategies do you use to structure relational schemas versus non-relational document stores for high-throughput reads?
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 do you construct automated ETL pipelines utilizing Kafka, Hive, and AWS cloud storage?
How do you construct automated ETL pipelines utilizing Kafka, Hive, and AWS cloud storage?
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?
How do you manage data consistency across distributed relational and NoSQL databases?
How do you manage data consistency across distributed relational and NoSQL databases?
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?
What tools and strategies do you employ to monitor cloud-native application performance in real time?
What tools and strategies do you employ to monitor cloud-native application performance in real time?
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?
Given a pre-existing repository with failing integration tests, how do you systematically isolate and resolve
Given a pre-existing repository with failing integration tests, how do you systematically isolate and resolve the root cause?
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?
Built from the rounds and topics Apex Systems candidates report.
Prepare, practise & reflect
One practical outcome each day. Spend longer where you need it.
0 / 7 done01Map the Apex Systems loop
- Write out the reported sequence: Initial Screening, Technical Assessment, Panel Interview, Client-Facing Interview.
- 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 4 reported rounds, with the weakest marked.
02Work Test-Driven Development (TDD)
- Spend the session on Test-Driven Development (TDD), which Apex Systems candidates report being tested on.
- Write one worked example in Test-Driven Development (TDD) and time yourself on it.
Deliverable: One timed worked example in Test-Driven Development (TDD).
03Work Technical screening (coding/quiz interview)
- Spend the session on Technical screening (coding/quiz interview), which Apex Systems candidates report being tested on.
- Write one worked example in Technical screening (coding/quiz interview) and time yourself on it.
Deliverable: One timed worked example in Technical screening (coding/quiz interview).
04Work Code writing / implementing a project from specs
- Spend the session on Code writing / implementing a project from specs, which Apex Systems candidates report being tested on.
- Write one worked example in Code writing / implementing a project from specs and time yourself on it.
Deliverable: One timed worked example in Code writing / implementing a project from specs.
05Answer out loud: Java, Spring Boot & Microservices
- Answer aloud, timed: How do you manage bean scope and lifecycle events in a Spring Boot microservice application?
- Answer aloud, timed: Can you explain the difference between abstract classes and interfaces in Java, and when you would select one over the other?
Deliverable: Spoken answers to 2 reported Java, Spring Boot & Microservices question(s), under time.
06Answer out loud: Networking & Systems Infrastructure
- Answer aloud, timed: Can you walk through the seven layers of the OSI Model and explain what happens at the Transport and Network layers?
- Answer aloud, timed: What are the core differences between TCP and UDP protocols, and in what scenarios would you choose UDP?
Deliverable: Spoken answers to 2 reported Networking & Systems Infrastructure question(s), under time.
07Answer out loud: Practical Coding & Refactoring
- Answer aloud, timed: How do you approach refactoring a legacy method to make it testable using mock objects and functional unit tests?
- Answer aloud, timed: What are the core principles of Test-Driven Development (TDD), and how do you differentiate TDD from Behavior-Driven Development (BDD)?
Deliverable: Spoken answers to 2 reported Practical Coding & Refactoring question(s), under time.
Expand any day for tasks and deliverables. Your progress is saved on this device.
Behavioural rounds judge the decision you made and what it cost.
How do you handle database transaction management across multiple microservice boundaries?
How do you handle database transaction management across multiple microservice boundaries?
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?
Tell me about a time you encountered a critical technical blocker during a sprint and how you resolved it.
Tell me about a time you encountered a critical technical blocker during a sprint and how you resolved it.
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 adapt when project requirements change midway through an active development cycle?
How do you adapt when project requirements change midway through an active development cycle?
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?
Describe your experience collaborating with cross-functional partners, such as product managers, SDETs, and pr
Describe your experience collaborating with cross-functional partners, such as product managers, SDETs, and project leads.
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 approach learning a proprietary library or unfamiliar codebase on short notice?
How do you approach learning a proprietary library or unfamiliar codebase on short notice?
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?
Can you describe a project where you had to balance technical debt with delivering features on a strict deadli
Can you describe a project where you had to balance technical debt with delivering features on a strict deadline?
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?
- 01
How do you handle database transaction management across multiple microservice boundaries?
- 02
Tell me about a time you encountered a critical technical blocker during a sprint and how you resolved it.
- 03
How do you adapt when project requirements change midway through an active development cycle?
- 04
Describe your experience collaborating with cross-functional partners, such as product managers, SDETs, and project leads.
How long does the hiring process typically take at Apex Systems?
The hiring process generally takes between one and four weeks from the initial recruiter outreach to an official offer. Specialized client positions or roles requiring security clearances may occasionally extend beyond this window depending on client interview availability.
Apex Systems Software Engineer candidate reports ↗Will I interview directly with Apex Systems or with their client?
You will participate in interviews with both. Apex Systems conducts initial screening calls and technical evaluations to assess your base skills. Qualified candidates then complete one or two interview rounds directly with the client hiring managers and technical teams.
Apex Systems Software Engineer candidate reports ↗How should I prepare for live coding challenges or repository tests?
Ensure your local development environment and preferred IDE are fully configured prior to the interview. Focus heavily on reading existing code quickly, writing clear unit tests using standard mocking frameworks, and explaining your thought process aloud as you troubleshoot bugs.
Apex Systems Software Engineer candidate reports ↗What is the typical work arrangement for Software Engineer roles?
Work arrangements vary by project and client needs. Apex Systems offers remote, hybrid, and onsite opportunities. Hybrid roles typically require two to four days per week onsite at client offices, which will be clearly detailed during your initial recruiter screen.
Apex Systems Software Engineer candidate reports ↗What differentiates successful candidates in this process?
Successful candidates demonstrate strong computer science fundamentals, clear technical communication, and immediate adaptability. Showing that you can join an existing team, understand their code base rapidly, and write production-ready, tested code makes a strong impression on client hiring managers.
Apex Systems Software Engineer candidate reports ↗What topics does Apex Systems test in interviews?
Apex Systems interviews most often cover Problem Solving, SQL, Project Management, Stakeholder Communication, and Technical Interviewing. The exact emphasis depends on the specific role you apply for.
Apex Systems Software Engineer candidate reports ↗Sources & methodology 3 sources ↗
No official company page is cited. Rounds and questions come from candidate reports and PracHub editorial material; each source shows the date it was read.
- 01Apex Systems Software Engineer candidate reports ↗
Company-reported rounds, questions and FAQ.
Candidate reports · Accessed 2026-09-22 - 02PracHub Software Engineer practice ↗
PracHub practice material, not company-reported.
PracHub page · Accessed 2026-09-22 - 03PracHub preparation framework ↗
PracHub preparation guidance.
PracHub page · Accessed 2026-09-22
Explore related engineering environments and compare the preparation focus.
Persistent Systems Software Engineer Interview Guide
What Persistent Systems asks Software Engineer candidates, from reported rounds and questions.
American Institutes for Research Software Engineer Interview Guide
What American Institutes for Research asks Software Engineer candidates, from reported rounds and questions.
V-Soft Consulting Group Software Engineer Interview Guide
Database practice for V-Soft Consulting Group candidates: how an index changes a query plan, and which anomalies survive a given isolation level, since read committed still permits non-repeatable reads.
Spectrum Software Engineer Interview Guide
A study plan for Spectrum software engineer prep built on spaced review: commit to a full answer before opening any solution, and repeat every missed exercise three days later.