HireFlowCandidates
21NC

Candidate C-02

Neha Kapoor

Senior Backend Engineer · Restaurant Discovery

Neha Kapoor

Gurugram, India

7 years experience

neha-kapoor.md

AI summary

Neha Kapoor has seven years of backend experience at Zomato, with demonstrated Python/Django, REST APIs, PostgreSQL optimisation, Docker, production Kubernetes, and AWS infrastructure work. The resume shows only one year of Java and does not demonstrate strong Java depth, production Spring Boot, Kafka or another event-streaming platform, or CI/CD pipeline work.

Evidence breakdown

  • Met6
  • Partially met1
  • Unverified2
  • No evidence found1

Evidence coverage

3 need validation
4/6

must-have requirements
with located evidence

3 requirements could not be verified from Neha's resume. HireFlow has written questions to close them, but it will not decide on your behalf.

Move forward?

No decision recorded yet.

3 requirements still need validation

Related text exists, but nothing that establishes the requirement. Take one to HireFlow AI to close it with an interview answer.

REQ-03UnverifiedHas production experience with Spring Boot
Missing: Explicit production experience building or maintaining services with Spring Boot.

Ask this in the interview

Your resume shows Java backend experience; which production services, if any, did you build or maintain with Spring Boot, and what were your responsibilities across development, deployment, and operational support?

REQ-10UnverifiedCan build and maintain CI/CD pipelines
Missing: Explicit experience designing, building, or maintaining CI/CD pipelines.

Ask this in the interview

Your resume mentions containerisation and production deployment infrastructure; what CI/CD pipelines have you designed, built, or maintained, and how did they take code from commit through testing, packaging, deployment, and rollback?

REQ-09No evidence foundHas experience with Kafka or another event-streaming platform
Missing: Experience using Kafka or another event-streaming platform.

Ask this in the interview

What experience have you had using Kafka or another event-streaming platform in a real system, and how did you contribute to the event design, producer and consumer implementation, reliability, and operations?

Requirement coverage

Open any row to see the exact source text behind the verdict

10 findings
REQ-01

Has at least 5 years of professional backend development experience

The resume explicitly states seven years of professional backend service development.

Met
REQ-02

Demonstrates strong Java skills

The resume documents one year of Java experience on a legacy billing service, but this does not demonstrate strong Java skills or substantial Java depth.

Partial
REQ-03

Has production experience with Spring Boot

The resume shows Java backend experience but does not mention Spring Boot or establish production experience with it.

Unverified
Requirement source· REQ-03
Production experience with Spring Boot
job descriptionRequirementsquote located in source
Evidence located in resume
Used Java for one year on a legacy billing service before moving to Python.
neha-kapoor.mdExperience — Zomatoquote located in source
Not established by the document

Explicit production experience building or maintaining services with Spring Boot.

Ask this in the interview

Your resume shows Java backend experience; which production services, if any, did you build or maintain with Spring Boot, and what were your responsibilities across development, deployment, and operational support?

If the answer is still unclear

Can you describe one specific Spring Boot service you supported in production, including the Spring Boot version, its deployment context, and an issue or change you personally handled?

F-C02-REQ03confidence 99%model kr/gpt-5.6-luna19 Sept 2026, 14:06
REQ-04

Can design and build REST APIs

The resume explicitly states that the candidate designed and built REST APIs.

Met
REQ-05

Has PostgreSQL experience, including schema design and query optimisation

The resume explicitly demonstrates PostgreSQL schema design and query optimisation for high-traffic tables.

Met
REQ-06

Has Docker experience

The resume explicitly states that services were containerised with Docker.

Met
REQ-07

Has used Kubernetes in production

nice to have

The resume explicitly documents running services on Kubernetes in production.

Met
REQ-08

Has AWS experience

nice to have

The resume explicitly states that the candidate owned AWS infrastructure for the discovery team.

Met
REQ-09

Has experience with Kafka or another event-streaming platform

nice to have

The resume contains no evidence of Kafka or another event-streaming platform.

Absent
REQ-10

Can build and maintain CI/CD pipelines

nice to have

The resume shows containerisation and production deployment infrastructure, which is adjacent to CI/CD, but does not demonstrate building or maintaining CI/CD pipelines.

Unverified
Requirement source· REQ-10
CI/CD pipelines
job descriptionRequirementsquote located in source
Evidence located in resume
Containerised services with Docker and ran them on Kubernetes in production on AWS EKS.
neha-kapoor.mdExperience — Zomatoquote located in source
Not established by the document

Explicit experience designing, building, or maintaining CI/CD pipelines.

Ask this in the interview

Your resume mentions containerisation and production deployment infrastructure; what CI/CD pipelines have you designed, built, or maintained, and how did they take code from commit through testing, packaging, deployment, and rollback?

If the answer is still unclear

What specific pipeline changes or operational issues have you personally handled, and how did you verify deployment safety, troubleshoot failures, or improve delivery speed and reliability?

F-C02-REQ10confidence 97%model kr/gpt-5.6-luna19 Sept 2026, 14:06

Evaluation report

Resume screening and interview evidence, combined into one verdict per requirement

6

evidenced from resume

0

validated in interview

3

unresolved after interview

Requirement

Resume

Interview

Final

REQ-01Has at least 5 years of professional backend development experience
Met—Met
REQ-02Demonstrates strong Java skills
Partial—Partial
REQ-03Has production experience with Spring Boot
Unverified—Unverified
REQ-04Can design and build REST APIs
Met—Met
REQ-05Has PostgreSQL experience, including schema design and query optimisation
Met—Met
REQ-06Has Docker experience
Met—Met
REQ-07Has used Kubernetes in production
Met—Met
REQ-08Has AWS experience
Met—Met
REQ-09Has experience with Kafka or another event-streaming platform
Absent—Absent
REQ-10Can build and maintain CI/CD pipelines
Unverified—Unverified

Evaluation incomplete — 3 areas remain unvalidated

REQ-03Has production experience with Spring BootREQ-09Has experience with Kafka or another event-streaming platformREQ-10Can build and maintain CI/CD pipelines

These are the requirements to resolve before a decision — HireFlow will not close them on its own.