Dataford
Interview QuestionsInterview GuidesExperiencesMock InterviewsPricing
Get started
Dataford
Popular roles
Software EngineerData AnalystData ScientistData EngineerBusiness AnalystAI EngineerMachine Learning EngineerProduct Manager
Browse
Browse All RolesEvery role hub, from analyst to MLBrowse All CompaniesCompany-specific interview loopsAll Interview GuidesThe full guide library
Top questions by role
Software EngineerData AnalystData ScientistData EngineerBusiness AnalystAI EngineerMachine Learning EngineerProduct Manager
Top questions by skill
SQLPythonStatisticsMachine LearningA/B TestingSystem DesignGenerative AIProduct SenseMetricsBehavioral
Browse all questions →Try a mock interview
Experiences
Practice
Mock InterviewsTimed interview simulations with feedbackSuccess PathYour 6-week structured planModulesCurated lessons by topicWebinarsTalks from ex-Big Tech data leadsPlaygroundA free-form scratch editor
Learn
BlogInterview strategy and career adviceTech Job Market ReportHiring trends across data and AI rolesFor UniversitiesDataford for career centersAbout DatafordWho we are and how we build
Pricing
Build my plan
Window Functions for Rolling Metrics
00:00
5 left

Window Functions for Rolling Metrics

MediumSQL · PostgreSQL

Problem

Explain window functions in SQL and provide a practical use case for calculating rolling averages over time-series data.

Use the table below as the input source. Write a SQL query that returns a rolling 3-day average for each device's metric value, ordered by device and timestamp.

Output

  1. One row per device reading
  2. Columns: device_id, reading_ts, metric_value, rolling_3_day_avg
  3. Include all rows from the input table
  4. Sort by device_id, then reading_ts

Schema

device_readings
ColumnTypeDescription
reading_idPKINTUnique reading identifier
device_idVARCHAR(50)Device identifier
reading_tsTIMESTAMPTimestamp when the reading was recorded
metric_valueNUMERIC(10,2)Measured value for the reading
Tablesdevice_readings
Interviewer

Your question is Window Functions for Rolling Metrics. Start with the requirements and the one table in the Question tab.

Run and submit as often as you like. When you're ready, talk me through your approach or go straight to the code.

You need to log in / sign up to run or submit.
CodePostgreSQL
Sign up free to run your codeLog inLn 1
Run your query to see results here.