Vanguard Data Engineer Interview Guide

The Vanguard data engineer loop, round by round: what each stage tests, example questions with the guidance interviewers actually score, the mistakes that sink strong candidates, and how to prepare.

Last updated: Proudly published by: Jeff Wahl

What the Vanguard loop tests: domains and difficulty

Our prediction of the question mix by domain and difficulty for this company's data engineer loop, from live listings and interview reports.

By domain
SQL
54%
7
Python
31%
4
Data modeling
15%
2
By difficulty
Easy
54%
7
Medium
31%
4
Hard
15%
2

The domain and difficulty mix we predict for a Vanguard data engineer loop, across 13 problems. It updates as more Vanguard data lands.

Updated 13 predicted Vanguard problems

2 real Vanguard interview questions

Reported by candidates from real loops, tagged by domain, round, level, and year. Expand for what the round is scoring.

SQLL5 · 2024
Write a query to find the top 3 products by sales in the last 30 days.
Phone screen · screen sql
+
SQLL5 · 2024
Given a table of customer orders, identify customers who have made repeat purchases within 7 days.
Phone screen · screen sql
+

Try a Vanguard-style SQL round

Find every user active on 3 or more CONSECUTIVE days. This gaps-and-islands shape shows up in nearly every DE SQL round. Edit the query and run it against the seed data.

/* Users active on 3+ consecutive days. */
/* Hint: date minus a per-user ROW_NUMBER is constant within a streak. */
WITH streaks AS (
SELECT
user_id,
activity_date,
activity_date - CAST(
(ROW_NUMBER() OVER (
PARTITION BY user_id
ORDER BY activity_date
))
AS INT
) AS grp
FROM user_sessions
)
SELECT
user_id
FROM streaks
GROUP BY user_id, grp
HAVING COUNT(*) >= 3

Practice the Vanguard loop

The problems our model expects in this company's interview, grouped by round. Work the shapes that come up, not the ones that read well on a list.

Vanguard is hiring data engineers now

The roles behind this loop. Prep against the levels and locations they are actually filling.

Vanguard
Hiring now
Vanguard data engineer · live from career pages
18
open roles
Vanguard

This role involves designing, developing, and optimizing ETL (Extract, Transform, Load) processes, managing databases and leveraging big data technologies to support analytics and business intelligence initiatives.

L4HyderabadNEW
Vanguard

Manages and optimizes the automation of key ETL (Extract / Transform / Load) and quality assurance processes for large volumes of data.

L4Hyderabad30d ago
Vanguard

Experience partnering with business and technical stakeholders to define requirements and deliver data solutions.

L5Charlotte30d ago
Vanguard

Build and maintain Spark notebooks (PySpark), Data Factory pipelines, Dataflows Gen2, Copy Jobs, and mirroring for batch and incremental ingestion at enterprise scale.

L4Scottsdale49d ago
Vanguard

Design, build, and maintain ETL pipelines for asset and cash flow data, working toward AI-readiness

L5Malvern49d ago
Vanguard

You will partner closely with business, analytics, and technology stakeholders to define priorities, guide strategy, and deliver data products that unlock insights and drive measurable outcomes.

L5Charlotte50d ago
Vanguard

Build ELT pipelines, from source to presentation of data to our internal customers.

L5Manchester United Kingdom51d ago
Vanguard

Develop and maintain efficient ETL (Extract, Transform, Load) pipelines that ingest, process and transform large datasets from diverse sources.

L4Charlotte64d ago
Vanguard

Develop and maintain scalable ETL (Extract, Transform, Load) processes to efficiently extract data from diverse sources, transform it as required and load it into data warehouses or analytical systems.

L4Dallas66d ago
Vanguard

Lead the onboarding of new data products for research and hypotheses testing requiring large scale historical data

L5Malvern66d ago
New postings per week
9
5/25
13
6/8
2
6/29
1
7/27
week beginning · ~9 weeks of data
Levels hiring
L45L55
Updated 18 open listings across 6 cities

Vanguard compensation and culture

The numbers, tech stack, and team structure live on the company overview.

Compare Vanguard with other data engineering employers

How the role, pay, and loop stack up against peer companies.

02 / Why practice

Prepare at Vanguard interview difficulty

  1. 01

    Reading a solution is not the same as writing one

    Every engineer who has frozen on a query they had read a dozen times knows the gap. The only preparation that closes it is producing the answer yourself, under time, before the interview does it for you

  2. 02

    76% of hiring managers reject on the coding task, not the resume

    From HackerRank's 2024 Developer Skills Report. Candidates who look strong on paper still fail the live screen if they haven't done timed, executable practice

  3. 03

    5 problem shapes cover 80% of data engineer loops

    Dedup, sessionization, top-N-per-group, slowly-changing dimensions, partition tricks. Writing the shapes by hand turns the unfamiliar into pattern recognition

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