SQL Interview Practice

SQL (905)

• 10 Lowest Uptime Services - medium - Ten services at the bottom of the reliability chart.
• 2FA Confirmation Rate - medium - Two-factor sent. How many confirmed?
• 2nd Most Common Content Type - hard - Everyone talks about number one. What about number three?
• 30-Day Page View Counts - easy - Thirty days of engagement. Quick snapshot.
• 7-Check Rolling Average - medium - Seven entries hold the trend.
• 7-Day Onboarding Conversion - hard - Signed up Monday. Still here by Sunday?
• 7-Day Token Retention - medium - Premium tokens, day by day.
• 80th Percentile API Latency - medium - The 80th percentile tells the real story.
• 90th Pctl Model Accuracy Gap - medium - Most models are fine. The bottom 10% are not.
• Above Average - easy - Products beating the catalog average.
• Above-Average Cloud Spend - medium - Some services quietly burn more than the rest.
• Above Average Interactions - easy - The average user is boring. Who is above?
• Above Average Product Prices - medium - Some products cost more than they should.
• Above Category Average - easy - The category average is one thing. These beat it.
• The Above Average - medium - What counts as good depends on the company you keep.
• Above the Curve - medium - Spenders who break from the pack.
• Active API Tokens - easy - Tokens that have actually been used.
• Active Campaigns - easy - Which campaigns are earning their keep?
• Active Duo - medium - Shoppers who also browse. The overlap is the insight.
• Active Searchers - medium - They typed a query. That means something.
• Active Tokens on Target Date - medium - One specific day. Which tokens were still alive?
• Active User Open Rate - medium - What share of push notifications were opened by active users
• Active User Penetration Rate - hard - How much of the user base is actually alive?
• Active User Revenue for April - easy - Total revenue from active users in a single month
• Beyond the Signup - medium - Anyone can create an account. Fewer actually return.
• Active Users With April Transactions - easy - Active accounts that also opened their wallets. How many?
• Presence vs. Participation - medium - Being in the region and being active are two very different things.
• Activity Histogram - easy - How many users did X things? Build the distribution.
• Ad Clickers - easy - Who clicked? What did they spend?
• Adopters Before Migration - hard - They used the old feature. Did they ever touch the new one?
• Ad Revenue 2026 - easy - Annual ad revenue. On the books.
• Ad Revenue by Age Bucket - medium - Ad dollars, sliced by country.
• After Hours API Calls - medium - The office is dark. The API is not.
• The Vote Tally - hard - Net revenue, day by day, for one product in one region.
• Alert Count by Severity Tier - medium - Alerts by severity. The breakdown matters.
• Alert Hotspots by Service and Severity - easy - Some services and severities light up more than others.
• Alert Response Breakdown - medium - An on-call postmortem asks which services are bleeding alerts nobody acknowledges.
• Alert Severity - hard - When the alarms go off, who screams loudest?
• The Severity Matrix - medium - When services cry wolf, the numbers reveal who's serious.
• All Infra Regions - easy - The infrastructure spans the globe. Map it.
• All Known Endpoints - medium - Two tables. One truth. Every endpoint accounted for.
• Allocations in Top Spending Region - hard - The biggest spenders live in one region.
• The Tag Order - hard - Tags arrived in chaos. The system needs them in line.
• Annual Cloud Spend - easy - One year of cloud bills. The total.
• Annual Cloud Spend Summary - easy - A year of cloud bills. Add it all up.
• Annual Pipeline Failures - easy - How many pipelines broke this year?
• API Call Distribution Fraction - hard - Not all endpoints are created equal.
• API Calls With and Without Errors - medium - Some calls succeed. Some do not. Break it down.
• API Calls With Matching Status - medium - Same status, same pattern. Coincidence?
• API Token Churn Rate - medium - Tokens come and go. What's the turnover?
• API Traffic by CDN Edge - medium - CDN paths carrying API traffic. Which edges?
• App Stability by Region - medium - Some regions crash more than others.
• April and May Active Users - easy - Spring cleaning for the user base. Who was actually around?
• Attributable Impression Rate - medium - What share of ad impressions can be traced to a real user account
• Auction Lot Summary - medium - The hammer falls. Who bid the most?
• Auth Endpoint Callers - medium - Identify users who have called authentication API endpoints
• Auth Endpoints - easy - Not all endpoints are visible to everyone.
• Authors Deploying to Dev and Production - medium - Dev, staging, production. Who has touched all three?
• Authors With Successful Deploys - easy - Who deployed successfully?
• Auth Service Health Checks - easy - One service. Full audit trail.
• Average Accuracy by Framework - medium - Not all frameworks deliver the same accuracy.
• Average API Latency by Year - medium - Latency year over year. Is it getting better?
• Average Brand Campaign Revenue - easy - A quick benchmark on brand campaigns.
• Average Build Duration by Repo - easy - Some repos build fast. Others don't.
• Average Compensation by Department and Status - medium - Average compensation. Department by department.
• Average DQ Fail Rate - easy - Average failure rate, table by table.
• Average Event Progression Time - hard - How fast do users move through the funnel?
• Average Fulfillment Lag - medium - Ordered, then... waiting.
• Average GPU Node CPU Usage - easy - GPU nodes burning CPU. How much?
• Average Headcount by Department - easy - Compensation benchmarks, department by department.
• Average High-Range Accuracy - easy - The top-scoring models. What's their average?
• Average Initial Call Latency - medium - First contact latency. The benchmark.
• Average Latency by Health Status - easy - Healthy versus degraded. The latency gap is real.
• Average Latency by Status - easy - Each status code has its own latency story.
• Average Node CPU by Region - easy - Average infrastructure node CPU usage broken down by region
• Average Node Utilization - easy - CPU and memory, region by region.
• Average Rating by Category - easy - Category ratings. Some shine, some don't.
• Average Response Time by Hour - easy - Hour by hour. When does latency spike?
• Average Results for Python Searches - medium - Python searches. What's the click-through?
• Average Review Comments by Author - medium - Some authors get more feedback than others.
• Average Search Endpoint Latency - easy - One endpoint. Average speed.
• Average Search Results Per User - easy - How many results per searcher?
• Average Session Duration - medium - How long do users actually stay?
• Average Session Duration by Device - easy - Session length, device by device.
• Average Sessions Per User - hard - How often do users come back?
• Average Spending by Account Status - medium - Average per-user lifetime spending segmented by account status
• Average Update Call Latency - medium - Follow-up calls. How fast?
• Average Watch Time by Format - medium - Which content format keeps viewers watching the longest
• Not All Fires Are Equal - medium - The alert volume varies. So does what it means.
• Who's Holding Up Traffic - medium - Some endpoints carry the product. Others are barely touched.
• The Ones Who Hold Attention - medium - Time on screen is the real vote. Find the creators earning it.
• Bargain Bin - easy - Floor prices. Right before the vendor call.
• Bargains and Budget-Busters - hard - Every region has both. Find them.
• Batch Job Performance Tiers - medium - Every batch job gets a grade.
• Best Accuracy to Training Time Ratio - medium - Fast to train. Accurate too. Which model?
• Best Day for Ad Revenue - medium - One day of the month outperforms the rest.
• Best Selling Product by Month - hard - Every month has a winner.
• Best-Selling Reps Each Month - easy - In every category, a few sellers rise to the top.
• Biggest Deployment Decline - medium - One team's deploy count cratered. Which one?
• Big Spenders - easy - The whale list.
• Binary Flag Indicators - medium - On or off. Every flag at a glance.
• Bottom 2% Services by Spend - hard - The bottom 2% of spenders. Who are they?
• Bottom Endpoints by POST Volume - medium - The quietest POST endpoints.
• Bronze Medal - easy - Two ahead of you. The rest below.
• The Budget Line - easy - Some rows are over. Some are under. Label every one.
• Budget-Friendly Products - easy - Affordable does not mean invisible.
• Build Health - medium - Rank every repo by how often CI stays green.
• Builds per Author per Branch - medium - Who triggered what, and where?
• Build Success Rate by Trigger - medium - Which triggers produce green builds?
• Build Success vs Failure by Repo - medium - Green versus red, repo by repo.
• Busiest Pipeline Month - medium - One month, more pipeline runs than any other.
• Busiest Route by Passenger Volume - medium - The busiest route by volume.
• Busy Authors - medium - Some developers spread their commits everywhere.
• Cache Efficiency - hard - Some edges run hot. Others coast on the global average.
• Campaign Bookend Engagement - hard - First impression versus last. The gap.
• Campaign Click-Through Rates - medium - Clicks per impression. Campaign by campaign.
• The Notification That Paid Off - hard - The message went out to thousands. A smaller number actually bit.
• Campaign Conversion Window - hard - A narrow window between impression and action.
• Campaign Cost Effectiveness - medium - Money in, conversions out. What is the ratio?
• Campaign Engagement Rank Shift - hard - Two months, many countries. Who moved up? Who fell?
• Campaign Match Rate - easy - Campaign reach. Measured.
• Campaign Revenue by Click Channel - medium - Which ad format drives the most revenue?
• Campaign Revenue Totals - easy - Every campaign has a price tag. Total them up.
• Campaigns With Most Clicks - medium - The campaigns getting all the clicks.
• Cart Sizes - easy - Power buyers. Big carts.
• Categories With Mixed Price Tiers - medium - Users who cross content types.
• Category Buyers - medium - Which categories have the broadest reach?
• Category Census - easy - Which aisles are worth restocking?
• Category Deep Dive - hard - Revenue, units, rank. The full category report card.
• Category Revenue - medium - Which categories pull their weight?
• Category Sales Summary - easy - Category by category. How did they do?
• Category-Specific Product Volume - easy - Sum transactions for a specific payment type.
• CDN Image Request Paths - easy - CDN image traffic. Every path.
• CDN-Related DNS Lookups - easy - DNS lookups tied to the CDN.
• CDN Traffic by Day and Hour - medium - CDN traffic, hour by hour.
• Character Position in Endpoint - easy - URL patterns, character by character.
• Chat Activity - easy - Which channels are ghost towns?
• Cheapest CDN Route - easy - The cheapest path across regions.
• Cheapest Cost Per Region - easy - Lowest spend per region.
• Cheapest High-Rated Product - medium - Cheap and highly rated. A rare combination.
• Cheapest Transaction per User - easy - Everyone has a smallest purchase.
• Classify Accounts by Activity Tier - hard - The accounts fall into tiers. Where is the cutoff?
• Classify Services by Name - medium - The name tells you what it is. Mostly.
• Clean Averages - easy - Merchandising only cares about the categories customers actually rate.
• Clean Cache CDN Edges - easy - Cached, clean, error-free edges.
• Clean Latency Cast - easy - The latency column is a string. It should not be.
• Clicked Ad Impressions - easy - They saw the ad. They clicked.
• Clicked Holiday Impressions - medium - Holiday ads. Who actually clicked?
• Click Rate - medium - Campaigns nobody clicks.
• Click Revenue - easy - Which campaigns are earning their keep?
• Click vs Non-Click Rates - medium - Some searches lead to clicks. Most do not.
• Cloud Bill - easy - Which cost buckets are bleeding money?
• Cloud Cost Breakdown by Provider - hard - Cloud costs, provider by provider.
• Cloud Cost by Team - easy - Spend by team. Who's burning most?
• Cloud Cost Stats by Provider - medium - Three providers. Three very different bills.
• Cloud Cost Trend Analysis - medium - Cost trends across billing periods.
• Combined Cloud Spend by Region and Service - medium - Region by region. Service by service. Where does the money go?
• Commit Cadence - hard - Some repos go quiet for too long.
• Commit Royalty - medium - In a sea of commits, only a few wear the crown.
• Common Age Buckets - easy - Duplicate records hiding in the users table.
• Completed Priority-1 Jobs - easy - Priority one. Completed.
• Completion Rate - medium - Not every region closes orders cleanly. The percentages tell the story.
• Compute Nodes in Key Regions - easy - Compute nodes across the key regions.
• Consecutive Cost Growth Periods - hard - Five straight months of spending increases.
• Consistent High-Quantity Revenue - medium - Big orders, consistent revenue. A rare combination.
• Content by Specific Users - easy - Two creators. What did they publish?
• Content Duration Snapshot - easy - A popularity snapshot by duration.
• Content Mix - easy - One content format to bet the quarter on.
• Content Page Spreads - hard - Content, laid out in two columns.
• Content Published in 2026 - easy - Published back then. Still relevant?
• Content Recommendation Engine - medium - Pages they haven't discovered yet.
• Content Session Counts - medium - Session metrics, content item by item.
• Content Sorted by Duration - easy - The catalog, sorted by length.
• Content Type Distribution - easy - How many of each content type?
• Content Types by Creator - easy - One creator. What did they make?
• Content Viewer Penetration - easy - What share of the user base has viewed at least one piece of content
• Cost Density Extremes - medium - Some regions pack more cost per node than others.
• Cost Efficiency Ratio - easy - Dollars in, value out. What's the ratio?
• Cost Efficiency Variance - hard - Cost efficiency varies. By how much?
• Cost Share Within Category - medium - Each entry's slice of the category total.
• Service Roll Call - easy - The mesh is sprawling. Find out exactly how many services are actually running.
• Regional Footprint - easy - Every node costs money. Know what you own.
• CPU Utilization Summary - easy - The CPUs are working. How hard?
• Creator Favorite Content Type - hard - Every creator has a go-to format.
• Creators With Top-Rated Content - medium - Top-rated content. Who made it?
• Cross-Variant User Pairs - medium - Same experiment. Different variants. Who overlaps?
• The Slow Build - medium - Month over month, the number grows. Track how the average moves with it.
• Cumulative Sales Per Customer - medium - Each purchase adds to the running total. Watch it climb.
• Currently Active Feature Flags - medium - Which flags are live right now?
• Customer Full Name Concat - easy - First name, last name. Combine them.
• Customers Without Orders - medium - Customers who have never ordered.
• Custom Message Type Counts - medium - Not all messages are created equal.
• Daily and Weekly Active Users - easy - One metric by day, one by week. Same users, different lenses.
• Daily Cross-Platform Users - easy - Mobile and web. Same day, same users?
• Ship It or Skip It - easy - The calendar doesn't lie. How aggressive is this team, really?
• Daily Error Count Change - medium - Errors, trending up or down?
• Daily Error Resolution Ratio - medium - Reported versus removed. The daily ratio.
• Daily Metric Percentage Change - medium - Yesterday versus today. What moved?
• Daily Net Revenue - hard - Net revenue, day by day. Refunds included.
• Daily Session and User Counts - medium - Sessions and users, day by day.
• Daily Spam Impression Rate - medium - How much of the ad feed is spam?
• Daily Top Endpoints - medium - Three winners each day.
• Data Quality - hard - Failed checks pile up. Which tables need the most attention?
• Data Repo Fix Commits - medium - How many commits start with 'fix'?
• Days with More Edited Than Unedited Messages - medium - Some days, more messages get edited than sent.
• The Freshest Record - medium - Duplicates everywhere. Only the most recent version of the truth survives.
• The Clean Aisle Numbers - medium - Clear the noise. What did each category actually earn?
• Department Cost by Status - medium - Headcount and compensation. The dashboard view.
• The Org Chart in Numbers - hard - Headcount by department, sliced by quarter. Every seat accounted for.
• Department Running Totals - medium - Compute cumulative metric values within each department using window operations.
• Department Snapshot - medium - Who is underperforming and who is excelling?
• Department Spend Difference - easy - The compensation gap between departments.
• Department Spend Gap - easy - Gap between Engineering's and Marketing's biggest single purchase
• Deploy Author Performance Score - medium - Not all deployers are equally reliable.
• Deploy Cadence - easy - Which environments ship the most?
• Deploy Count by Service - easy - Some services deploy constantly. Others barely at all.
• Deployed Models by Framework - easy - Which frameworks are actually in production?
• Deployment Duration by Status - easy - Fast deploys versus slow ones. By outcome.
• Deployment Failure Impact - medium - When deploys fail, how bad is the blast radius?
• Deployments per Environment - medium - Dev, staging, prod. Where do most deploys land?
• Deployments Without Alerts - easy - Deployed without a single alert. Suspicious or impressive?
• Deploy Reliability Scores - medium - A reliability scoreboard for deploy teams.
• Deploy Velocity - hard - Days between deploys. Some services ship fast, others crawl.
• Still Running on Fumes - easy - Production never forgets the models you forgot to retire.
• Device Mix - easy - The device breakdown before the redesign.
• Devices Per Age Bucket - medium - Device diversity among the younger users.
• Device Type Serving Most Users - medium - One device type serves more users than the rest.
• Device Types With Chrome Users - easy - Power users and their devices.
• Disabled Feature Flags - easy - Disabled flags. Still worth auditing.
• Disabled Flag Ratio - medium - Feature flags that went dark. What percentage fell silent?
• Distinct Blog Referrers - easy - Where did the traffic really come from? No repeats.
• Distinct Chat Conversations - medium - How many unique conversations?
• Distinct Product Categories - easy - A quick category inventory.
• Diverse Shoppers - medium - They shop the whole catalog.
• DQ Fail Rate by Table - medium - Pass rates, table by table.
• DQ Score Spread - medium - The spread in data quality scores.
• Duplicate DQ Check Records - medium - Passed QA twice. That's the problem.
• Duplicated User Event Messages - medium - Duplicated messages from the alerts topic.
• Duplicate Training Runs - medium - Same model, trained twice.
• Early Commit Velocity by Author - medium - How productive was each author during the first year of a repo's CI pipeline
• Early 2026 Data Pipelines - easy - Early-year data pipelines.
• Early User Activation - medium - Activated early. A good sign.
• Efficient Pipeline Throughput - medium - Throughput per pipeline. The benchmark.
• Email Census - easy - The reachability split.
• Employees Per Department - easy - Headcount, location by location.
• Endpoint Latency Spread - medium - Latency spread across endpoints.
• Verbose by Design - hard - Audit endpoint paths. Length without the outer slashes, and how many segments.
• Endpoint Performance Report - medium - Every endpoint has a speed and a reliability story.
• Endpoint Ranking - hard - The slowest endpoints. Called to the principal's office.
• Endpoint With Most GET-Only Users - medium - Read-only users have a favorite endpoint.
• Engagement by Content Type - medium - Some content types get all the attention.
• Engagement Gap - medium - Zero transactions is still a data point. Count everyone.
• Error Category Breakdown - hard - Postmortem time. Categorize the errors.
• Error Hall of Fame - medium - The year's worst error categories.
• The Failure Report - medium - Errors by day and region. Some areas are worse than they appear.
• Error Severity Buckets - easy - Errors sorted by how much they hurt.
• Errors With Service Health - easy - Error data, enriched with health context.
• Even-ID February Signups - easy - A very specific slice of a very specific cohort.
• Even-ID June Signups - easy - Odd IDs, even IDs. The filter is precise.
• Event Count on Key Days - easy - Key days. Key event volumes.
• Events by Month Across Years - easy - Month by month, year by year. The pattern emerges.
• Event Types Spanning Multiple Months - easy - Some events span seasons.
• Exact Keyword Counts in Logs - hard - Errors and warnings. Count every single one.
• Exclusive Users per Device Type - medium - Loyal to one platform only.
• Expensive AWS Services - easy - Some AWS services quietly drain the budget.
• The A/B Verdict - medium - Variant A or Variant B. The conversion numbers pick the winner.
• Experiment Impact - hard - Which experiments moved the needle? Rank them within each group.
• Experiment Variant Ratios - hard - Control versus treatment. The participation split.
• Extract Deploy Versions - medium - The version number is buried in the log.
• Extreme API Token Usage - medium - Outlier tokens. Suspiciously busy.
• Extreme Category Totals - medium - The highest and the lowest. Both are interesting.
• Extreme Headcount Departments - easy - The pay extremes tell a story.
• Extremely Late Resolutions - medium - Twenty minutes past the SLA. Still unresolved.
• The Rules That Broke - medium - Constraints exist for a reason. Something violated them anyway.
• Failed Payment Deployments - easy - Payment deploys that went wrong.
• Failure Rate - medium - Build failures happen. Which repos break the most?
• Fastest and Slowest Services by Region - hard - The fastest and slowest in every region.
• Fastest CI Build Date - medium - The fastest build ever. When did it happen?
• Fastest Completion Per Day - medium - Every day has a speed champion.
• Fastest Page View to Click - hard - How fast from view to click?
• Fastest Regions by Latency - medium - The fastest regions. Benchmarked.
• Feature Flag Adoption - medium - How widely adopted are the flags?
• Feature Flag Engagement Impact - hard - Flags on versus flags off. The engagement gap.
• Feature Flag Fan vs Detractor Pairs - hard - Some users love the flag. Others want it gone.
• Feature Name Intersection - hard - Training names versus serving names. The overlap.
• Feature Quality by Source - medium - Quality varies by source.
• Features With Missing Values - easy - Missing data in the features.
• Feature Vote Winner - medium - Users voted with their clicks. Who won?
• February 2024 Signups - easy - One signup window. One cohort. Who joined the club?
• Not From Around Here - easy - The data is mixed. Only some of it belongs.
• Filtered User Roster - easy - A clean roster for the all-hands.
• Find Deploy Authors - easy - Same person. Many different spellings.
• Find the Fifth Largest Cost - medium - Not the biggest. Not the smallest. The fifth.
• First and Last Peak Accuracy Dates - medium - Peak accuracy. When it first hit and when it last did.
• First and Last Timeout Per Service - medium - First timeout. Last timeout. Each service.
• First Build per Repository - easy - Every repo had a first build.
• First-Day Session Retention - hard - Day one retention. The first test.
• First Deploy Attribution - medium - The first deploy per service.
• First Half of Page Views - medium - Half the data. The first half.
• First Interaction Credit - hard - Attribute transactions to earliest touchpoint
• First Migration Record - easy - The very first migration. Where it all began.
• First Contact - easy - Every pipeline has a first run. This is what it brought back.
• First Time Learners Per Day - medium - Brand new users, day by day.
• First Touch Attribution - medium - The first interaction matters most. Or does it?
• Flag Check - easy - Which flags are actually live?
• Flatten Org Chart Hierarchy - hard - The tree runs deep. Walk every branch to the root.
• Frequent Message Senders - medium - Someone is sending too many messages.
• Friday Sessions for Shared Experiments - medium - Friday vibes only. Same experiment, different users.
• Friday Spending Analysis - hard - Friday spending during Q1.
• Fulfillable Order Percentage - medium - What percentage of orders can be fulfilled?
• Full Customer Order List - easy - Every customer. Every order. The full picture.
• Full Funnel - hard - Search. Browse. Buy. Only a few do all three.
• Funnel Leakage Report - hard - Users enter the funnel. Most never reach the bottom.
• Gateway Connection Timeouts - easy - Timeouts at the gateway.
• Ghost Products - medium - Listed but never sold. The shelves collect dust.
• Health Check Distribution - easy - Pass, fail, degraded. The distribution.
• Health Checks per Service - easy - Some services get checked constantly.
• Healthiest Service Check History - hard - The healthiest service. Full history.
• Heavy Ad Exposure - medium - Saturated with ads. Is it too much?
• Heavy Hitters - medium - Some repos never sleep.
• Heavy Namespaces - medium - Kubernetes has favorites. Some namespaces carry more weight.
• Heavy Searchers in August - easy - August's power searchers.
• High and Critical Alerts in 2026 - easy - High and critical alerts from that year.
• High Engagement Pages - hard - Some pages hold attention longer than others.
• Higher Performing Variant - easy - Control versus treatment. One wins.
• Higher Than Supervisor - easy - When the student outscores the teacher.
• Highest and Lowest Cloud Costs - medium - The extremes in cloud spending.
• Highest Cost Per Team - easy - Peak cost, team by team.
• Highest Daily Spend - medium - Somewhere in that window, someone broke the spending record.
• Highest Latency Endpoints - easy - The slowest endpoints. Everyone notices.
• Highest Node Density Regions - medium - Some regions are packed with nodes.
• Highest Throughput Pipelines - medium - The pipes that carry the most water.
• High-Output Creators - easy - High engagement creators.
• High Price Products - easy - Everything above 100.
• High-Rated In-Stock Percentage - easy - Highly rated and in stock. A rare combo.
• High-Spend 2025 Campaigns - easy - Big-budget campaigns from last year.
• High-Traffic Endpoints in February - easy - When traffic spikes, some endpoints get buried. How many crossed the line?
• High-Value Electronics - easy - The five priciest electronics.
• High Volume Batch Jobs - easy - Batch jobs that processed millions.
• Holiday Promo Campaign Click Year - easy - One year, the holiday campaign exploded.
• Holiday Sale Campaign Revenue - easy - The holiday sale campaign. How did it do?
• Idle Team Members - easy - Sprint started. Some people never got assigned.
• Impressions by Search Keyword - hard - Campaign performance, keyword by keyword.
• Inactive Android Control Users - medium - Android control cohort. Gone quiet.
• Inactive Unverified Users - easy - Signed up. Never verified. Never came back.
• Inactive Users in Date Range - medium - Ghost accounts. Active signup, zero sessions.
• Inactive vs Suspended Engagement - medium - Premium versus free. The engagement gap.
• Incident Keyword Messages - hard - Certain words trigger an investigation.
• What's in a Name - easy - Group by the first letter, count the heads, show the share.
• Actually Available - easy - The catalog is big. The shelf is smaller.
• Intra-Region Latency Diff - hard - Same region. Different latency.
• iOS Adoption by Age Bucket - medium - The install numbers don't match the hype.
• iOS Sessions by Device Type - medium - iOS engagement, device by device.
• Japan Revenue for April - easy - Last month's numbers for one region.
• Job Status Duration - medium - How long in each job state?
• The Full Picture - easy - Two tables know different things about the same people. Combine them.
• The Row Count Surprise - easy - Same tables. Different handshakes. Wildly different results.
• Keep Most Recent Record - medium - Carbon copies clutter the table. Only the latest matters.
• Keyword-Based User Search - medium - The search terms reveal intent.
• Largest A/B Test by Participants - medium - The biggest experiment ever run.
• Largest CDN Response - hard - One edge location served something massive.
• Largest Group - easy - One group towers above the rest.
• Largest Single Cloud Cost - medium - One line item. The biggest bill of all.
• The Last Checkout - medium - Their last visit. Everything in the bag.
• Last Five Batch Jobs - easy - The last five. A quick tail check.
• Last Migration Record - easy - The most recent migration. Is it the last?
• Last Server Activity - easy - Each server's last heartbeat.
• Latency Gap to 10th Fastest - medium - One server. Compared to the 10th fastest.
• Latency Quartiles Per Endpoint - hard - Quartile breakdowns. Endpoint by endpoint.
• Latency Variance and Std Dev - hard - How much does latency actually vary?
• Latency vs Regional Average - easy - Each service versus its region's average.
• Latest Commit Build Cost - medium - The latest commit came with a build cost.
• Latest Metric Values - easy - Stale records hiding in the metrics.
• Latest Migration Output per Author - medium - Each author's most recent migration output.
• Latest Session Per User - easy - Everyone has a most recent session.
• Latest Version Per Service - easy - The latest version deployed. Each service.
• Leading ML Frameworks by Accuracy - medium - Which frameworks lead on accuracy?
• Least Viewed Content - medium - Nobody is watching. Should it still exist?
• Log Entries by Level - easy - Info, warn, error, fatal. The breakdown matters.
• Log Levels - easy - Severity breakdown with response times.
• Log Priority - easy - Which servers are on fire before coffee?
• Log Volume by Day of Week - easy - Some days are noisier than others.
• Longest Active Membership Streak - easy - The longest unbroken streak.
• Longest Deploy With Full Identifier - easy - The longest deployment. Full ID.
• Longest Gap Between Token Events - medium - The longest gap between token events.
• Longest Running Pipeline - medium - One pipeline outlasted them all.
• Longest Uptime Streak - hard - Pass, pass, pass. How long until fail?
• Longest Visit Streaks - hard - Day after day after day. Who kept coming back?
• Long Messages - medium - Some commit messages tell a novel.
• Long-Running Feature Flags - medium - Flags that have been on for too long.
• Long Searches Containing 'er' - easy - Long queries with 'er'. A pattern?
• Low-Byte CDN Responses - easy - Tiny responses from the edge.
• Low-Engagement Sessions - medium - Users whose average session duration is below the engagement threshold
• On Their Way Out - easy - They signed up. They never really showed up.
• Lowest Average Price Category - easy - The cheapest category. Not necessarily the worst.
• Lowest Cost Network-Heavy Team - medium - Networking costs versus compute. Which teams?
• Lowest CPU Pods per Namespace - hard - The five lightest pods per namespace.
• Lowest Latency per Service - medium - The fastest response each service ever gave.
• Low Latency API Calls - easy - Fast endpoints. Confirmed fast.
• Low Severity Checks in 2026 - medium - Low severity. High volume.
• Low Severity DQ Checks - easy - Low severity checks. All of them.
• Low Throughput Pipelines - easy - Pipelines barely moving data.
• Low Uptime Services - easy - Underperforming services.
• Low-Volume Stream Topics - medium - Quiet topics in the stream.
• March Revenue by Customer - medium - One month, every customer, every dollar accounted for.
• Market Share - hard - Every category wants a bigger slice.
• Max Value Per Location - easy - Every location has a peak.
• Active Token Owners in 2026 - easy - Active token owners this year.
• Median Cloud Cost by Service - hard - The median cloud bill, service by service.
• Median Failure Rate by Table - hard - Half the tables fail more than this.
• Median Household Earnings - hard - Household earnings. The median reveals the middle.
• Median Model Accuracy - hard - The median accuracy. Not the mean.
• Median Null Percentage of Float Features - medium - Nulls in float columns. How widespread?
• Median Transaction by Category - hard - The middle transaction in each category.
• Memory-Heavy Pods - easy - Memory-hungry workloads.
• Mentorship User Pairs - medium - Pair them up. Mentor and mentee.
• Merge-Triggered Builds 2026 - easy - How many builds came from merges this year?
• Message Length - easy - Verbose commits. Risky changes?
• Messages Containing Keyword - easy - Flagged terms in the messages.
• Messages From Specific Users - easy - Specific users. What did they say?
• Depth of Instrumentation - medium - Some teams measure everything. Others are flying blind.
• Metric Range Per Group - easy - The spread within each group.
• Metric Value Pairs Over Threshold - medium - Two metrics, both above the line.
• Metric Value Quarter Complement - easy - Two metrics that accidentally match.
• Metric Volatility Gap - easy - Stable metrics are boring. Volatile ones need attention.
• Mid-CPU Nodes - easy - Not the heaviest. Not the lightest. The middle.
• Mid-Range Cost Allocations - easy - Not the cheapest. Not the priciest. The middle.
• Mid-Range Team Spenders - hard - Above average but not extreme.
• Mid-Tier Batch Jobs - easy - Not the biggest, not the smallest. The overlooked middle.
• Minimum Cost Per Provider - medium - The cheapest month from each provider.
• Minimum Parallel Workers - hard - Too few workers and it stalls.
• Missing Email for Non-Active Users - easy - No email on file. No recent activity. Something smells off.
• Mobile Event Counts - easy - Mobile engagement, device by device.
• Mobile vs Desktop Session Duration - medium - Mobile versus desktop. Who stays longer?
• Model Accuracy Drift - hard - Accuracy used to be higher.
• Models With Variable Accuracy - medium - Accuracy should be stable. These models are not.
• Model Training Completion Rate - medium - How many models finished training?
• Mode of Small Team Costs - hard - One charge keeps showing up everywhere.
• Monthly Active Users per Endpoint - easy - One endpoint, many users. Which ones showed up?
• Monthly Category Totals - easy - Sum amounts by category and month.
• Monthly Cloud Cost Forecast Error - hard - The forecast was off. By how much?
• Monthly Cohort Retention - medium - Compute month over month retention rates for user signup cohorts.
• Monthly Deploy Counts Pivoted - hard - Deploys by month. Side by side.
• Thirty Days of Shipping - easy - A month in the life of an engineering team, counted one deploy at a time.
• Monthly Revenue Change - hard - Revenue, month over month.
• Monthly Revenue Comparison - medium - Last month versus this month. Per product.
• Monthly Running Total - medium - Cumulative sales per product across months.
• Monthly Service Retention - hard - Users came back. Or they did not.
• Monthly Signup Counts - easy - Signups, month by month.
• The Cloud Bill - medium - Every provider sent an invoice. Every month tells a different story.
• Monthly Transaction Counts - easy - Every month tells a spending story, user by user.
• Monthly Transaction Summary - medium - A monthly engagement summary.
• Monthly Unique Users per Campaign - easy - Monthly reach, campaign by campaign.
• Month With Fewest Deploys - medium - One month, nobody deployed.
• Morning Warning Logs - easy - Warnings before noon.
• Most Active Chat Users - medium - The loudest voices on the platform.
• Most Active Recent Committers - medium - Who has been writing the most code lately?
• Most Active Servers by Log Volume - medium - The busiest servers by log volume.
• Most Commented Code Review - medium - The code review that started a debate.
• Most Common Export Job Status - easy - The most common job status.
• Most Common Monday Outcome - medium - Mondays have a pattern.
• Most Efficient API Endpoint - medium - Best throughput per call.
• Most Efficient High-Volume Campaign - hard - High volume. Low cost. The dream campaign.
• Most Efficient Region by Token Usage - hard - Some regions squeeze more out of every token.
• Most Frequent Error Types - medium - The errors that keep coming back.
• Most Ordered Product by Country - medium - Popular products in specific markets.
• Most Popular Content Type - medium - The content type everyone prefers.
• Most Popular Signup Day - medium - One day of the week wins on signups.
• Most Profitable Region Month - medium - One region, one month. Peak profit.
• Most Recent Token Usage - easy - Each user's latest token activity.
• Multi-Category Buyers - hard - One-category shoppers are boring.
• The Tiebreaker - easy - One column wasn't enough. The second column settles it.
• Multi-Host Regions by Node Type - medium - Some regions are quietly building empires.
• Multi-Month Active Users - hard - Active this month and last month. Who stuck around?
• Multi-OS Users - easy - iOS today, Android tomorrow.
• Multi-Provider Cost Lookup - easy - AWS, GCP, Azure. Side by side.
• The Three-Way Report - medium - Three tables. One summary. Every piece depends on the others.
• Multi-Variant Experiments - easy - One user, multiple experiments.
• Mutual Channel Connections - medium - Two users. What channels do they share?
• Negative Outcome Rate for New Users - medium - New users have a rough first two weeks.
• Net Lines - medium - Some authors build. Others trim. The net tells the truth.
• Never-Ordered Products - easy - In the catalog. Never purchased.
• New Customers Per Day - medium - Count users whose first order falls on each date.
• New Services With Poor Health - hard - New services, already struggling.
• New User Purchases - medium - What's this year's signup cohort worth so far?
• New vs Returning User Share - hard - Fresh faces versus familiar ones.
• Nodes by Region and Type - medium - Broken down by region. Broken down by type.
• Nodes in Key Regions - medium - Six regions. How many nodes in each?
• Nodes in Target Regions - easy - The target regions need attention.
• Node Summary Per Region - easy - Every region has a node story.
• Node Utilization - hard - Overloaded nodes hiding in busy regions. Spot the hot spots.
• No Gaps - easy - Zero blanks. A clean contact list.
• Noisiest Tables by DQ Failures - medium - The tables that fail the most checks.
• Noisy Endpoints - medium - The routes generating the most noise.
• Non-Bot Acknowledged Alerts - easy - Human-acknowledged alerts only.
• Non-Draft Content - easy - Everything except drafts.
• Non-Trivial Fatal Errors - medium - Short errors are noise. Long ones matter.
• Normalization Tradeoffs in Practice - hard - Clean data or fast queries? You can't always have both.
• Notification Delivery Ratio - medium - Sent versus delivered. The gap is the problem.
• Notification Open Rate - medium - Sent versus opened. The rate.
• Notifications Opened on Date - easy - One day, many pings. How many actually got opened?
• The Weekly Pulse - medium - Notifications by platform and day. When does the audience actually show up?
• Nth Highest Salary Per Department - medium - Third place in every department.
• Nth Largest Value - easy - Select the row with a specific rank position.
• The Vanishing Rows - easy - Some records disappear when the tables meet. Figure out why.
• Oldest Alert per Service - hard - The oldest unresolved alert per service.
• Oldest and Newest User Sessions - easy - The extremes of the user base.
• The Scorched Earth Reviews - easy - Someone was unhappy. Find out how many times.
• Opened Notifications in Jan-Feb - medium - Two months of push notifications. How many were actually read?
• Overall Average API Latency - easy - The overall average. Across everything.
• Over-Budget Services - medium - Over budget. Flagged.
• Overlapping User Sessions - medium - Two sessions, one user, same clock. Something overlaps.
• Overloaded Infrastructure Nodes - medium - CPU above 90. Memory above 80. Red alert.
• Pages Viewed by Session Duration - medium - Longer sessions, more pages? Check.
• Pairwise Latency Maximum - medium - Every pair compared.
• Peak Activity by Device - easy - Activity windows, device by device.
• Peak Ad Revenue Moment - easy - The single peak earning moment.
• Peak API Hour - medium - The hour when traffic peaks.
• Peak Concurrent Batch Jobs - medium - Jobs pile up. Find the moment the scheduler sweats the most.
• Peak Concurrent Pods - hard - The most pods alive at once.
• Peak Concurrent Tokens - hard - How many tokens were alive at the same time?
• Peak Hour Power Callers - medium - One hour. The phone lines exploded.
• Peak Latency for 2026-Era Endpoints - medium - Peak latency for that era's endpoints.
• Peak Metric Per Department - easy - Peak metrics for the quarterly deck.
• Peak Non-Converting Month - easy - Everyone showed up. Nobody bought anything.
• Peak Retargeting Revenue Month - medium - Retargeting revenue. The peak month.
• Peak Satisfaction - easy - Which departments are winning on satisfaction?
• Peak Spending Month - easy - One month, the bill was unforgettable.
• Pending Batch Jobs - easy - Stuck jobs. Still pending.
• Pipeline Completion Rate - medium - How far do users get through the flow?
• Pipeline Duration vs Throughput - hard - Does throughput correlate with duration?
• Pipeline Overhead by Environment - medium - Production overhead versus staging.
• Pipeline Recovery by Priority - medium - Recovery time, priority by priority.
• Pipeline Run History - easy - The lineage trail.
• Pipeline Throughput Ratio - easy - Compute current-to-initial value ratio per period.
• The Event Breakdown - medium - Events are piling up by type. The report needs them side by side.
• Platform Check - easy - OS and device combos. Which sessions last longest?
• Platform Speed - medium - Which devices keep users longest?
• Platform Team Feature Flags - easy - The platform team owns a lot of flags.
• Platform Team Mobile Flags - easy - Mobile flags under platform ownership.
• Pod CPU to Memory Ratio - medium - CPU versus memory. Resource efficiency.
• The Stable and the Restless - easy - Some pods never restart. That could mean anything.
• Popular Categories - easy - Merchandising only cares about categories big enough to negotiate shelf space.
• Power Users - medium - Engagement separates tourists from regulars.
• Power Users by Session Activity - medium - More sessions. More time. The power users.
• The Regulars - medium - Past a certain threshold, casual becomes committed.
• Previous Day Top Service - hard - Yesterday's top spender.
• Price Check - easy - Priced to sell or priced to sit?
• Price Pairs - hard - Same shelf, wildly different stickers. Spot the pricing gaps.
• Price Rank - medium - In every category, someone charges the most. Who's on top?
• Priciest Item in Each Category - medium - The most expensive item per category.
• Shipped to Prod - easy - Staging is safe. Production is real. How many made the jump?
• Production Deploys From April Onward - easy - After the cutoff, how many times did prod get a push?
• Product Name Letter Replace - easy - A quick text transform on product names.
• Product Name Prefix - easy - Just the first three characters. That is all.
• Product Page Sale Searches - easy - They searched from the product page.
• Product Ratings vs Sales - medium - Do higher ratings actually mean more revenue?
• Product Revenue Ranking - easy - Rank them by revenue. See who leads.
• Products Without Sales - easy - Listed but never sold.
• Products With Strong Unit Price - medium - Budget-friendly and high-performing.
• Product Transaction Counts - medium - Show how many transactions each product has, sorted by product ID.
• Profitable Categories by Price - easy - The most profitable categories.
• Profit Tiers - medium - High, moderate, or in the red. Every order gets a label.
• Prolific Authors in Largest Service Teams - medium - Senior leads in the biggest teams.
• Promo Campaign Cost per Acquisition - easy - The campaign ran. What did each customer cost?
• Provider Cost Change H1 - easy - Cost swings in the first half of the year.
• Provider Spend Variance Between Halves - medium - Two time windows. Did the cloud bill go up or down?
• Purchase Log - easy - Names on receipts, not just IDs.
• Push Notification Open Rate - medium - Push sent. How many opened?
• The Notification Lifecycle - medium - Sent, opened, ignored. What happened after the alert went out?
• Push Opens by Platform and Campaign - medium - Opens by platform and campaign.
• Q2 Search Volume - easy - Q2 search volume. The numbers.
• Quarterly Consolidated Cloud Costs - medium - Quarterly cloud spend, weighted.
• Q by Q - easy - Thirteen weeks. This is how the team spent them.
• Quarterly Peak Cloud Costs - hard - Every quarter has a peak bill.
• Quarter-over-Quarter Latency Trend - hard - Latency trending up or down? The quarters have the answer.
• The Relentless Searchers - medium - Most users look once and leave. A few never stop looking.
• Rapid Retry Detection - medium - Detect retried API calls within 5 minutes of failure.
• Rarest Latency Value - hard - A latency value that appeared exactly once.
• Rate Limit Rules Per Endpoint - medium - Threshold rules, endpoint by endpoint.
• Rating Tiers - medium - No gaps, no skips. Ratings stacked tight within each category.
• Recent Price Drops - medium - The price just dropped. Who noticed?
• Recurring Error Types - easy - The same errors, recurring.
• Regional Order Summary - medium - Region by region. The order numbers tell the story.
• Regional Profits - easy - P&L by region. Before the board meeting.
• Regional Sales Growth QoQ - hard - Quarter-over-quarter growth. Region by region.
• Regional Status - easy - The full regional breakdown.
• Regions by Alert Volume - medium - Some regions are quiet. Others never stop screaming.
• Cross-Region Customers - medium - Orders crossing borders.
• Regions With 5+ Nodes - easy - Regions with five or more nodes.
• Region With Best Uptime - medium - The single most reliable region.
• Region With Most Nodes - medium - Which region hosts the most?
• Repeat Buyers Across Halves - medium - First half buyer. Second half buyer. Same person.
• Repeated Transactions - medium - Detect same amount transactions within 10 minutes.
• Repeat Purchases Within a Week - medium - They bought again within seven days.
• Repeat Purchase Window - medium - The retention squad is looking for repeat purchasers.
• Repository Commit Ranking - medium - Lines added tell the story of a repo's ambition.
• Repos with More Builds Than Commits - medium - More builds than commits. Something is off.
• Resolved vs Unresolved Alerts - hard - Resolved versus open. By severity.
• Response Buckets - medium - Fast, normal, or slow. Every API call gets a verdict.
• Retargeting Campaign Impressions - easy - Retargeting impressions. All of them.
• Retried Failed API Calls - medium - Spot users who retry API calls within 5 minutes of a failure.
• Returning Buyers - medium - They came back and bought again.
• Revenue by Product - easy - Which products carry the revenue line?
• Revenue for Specific Users - easy - Alice and bob. Total spend.
• Revenue Per Product With Zeros - medium - Total revenue per product. Even the zeros.
• Reviewer Performance Metrics - medium - Some reviewers are thorough. Others are fast.
• Reviewers Per Repo Per Year - medium - Reviewers per repo, year by year.
• Reviews Per Reviewer - easy - The workload split across reviewers.
• Revoked Tokens by Scope - medium - Banned tokens, sorted by what they had access to.
• Rolling Revenue Average - hard - Smooth out the revenue bumps. The trend matters more.
• Rolling Weekly Total - medium - Seven days at a time, the totals keep rolling forward.
• Rows With Multiple Flag Conditions - medium - Rows caught by multiple flags.
• Runner-Up Cost Without ORDER BY - medium - The second highest. Without sorting.
• Running Node Pairs - easy - Two servers, same region, both alive.
• Running Tab - medium - Every purchase adds to the total. Watch the tab grow.
• The Accumulator - hard - A total that builds row by row. Structure the query to match.
• Rush Hour API Latency - medium - Rush hour hits the API differently.
• Same-Day Session and Transaction Correlation - hard - Same day session and purchase. Connected?
• Same-Day Signup Rate - medium - Percentage of transactions on the signup date.
• Same First and Last Reply Target - medium - They started and ended the month messaging the same person.
• Satisfaction by Platform - medium - Satisfaction scores, platform by platform.
• Satisfaction Score by Region - easy - Satisfaction scores. Missing region data.
• Search Algorithm Rating - hard - How good are the search results?
• Search Endpoint Status Distribution - easy - Status codes on the health endpoint.
• Searches by Users With Email - easy - One user's search behavior.
• Search Success by User Tenure - hard - Compare search click-through rates between new and existing users.
• Search Term Length vs Click Rates - hard - Longer queries, more clicks?
• Search Terms Starting With G - easy - Queries starting with 'g'.
• Second Highest Cloud Cost - medium - The second biggest bill on record.
• Second Highest Latency by Method - medium - Almost the slowest. By method.
• Second Highest Salary - easy - Silver medal. Almost the top, but not quite.
• Second Highest Value - easy - Almost the top. Not quite.
• Second Purchase - hard - The first buy is curiosity. The second is commitment.
• Senior to Junior Ratio - medium - The ratio tells you a lot about the department.
• Sequential Service Transitions - hard - Job to job. The transitions.
• Servers Returning to Origin - medium - Servers that migrated back home.
• Server With Most Errors - medium - One server stands out. Not in a good way.
• Service Alert Frequency - easy - How often does each service trigger alerts?
• Service Budget per Head - medium - Budget per head. Pipeline by pipeline.
• Service Component Classification - medium - Classified by naming pattern.
• Service Reliability Tiers - medium - Reliability tiers. Based on uptime.
• Services at Median Uptime - medium - Exactly at the median. Not above, not below.
• Service Scorecard - hard - Deploys vs. alerts. One row per service tells the whole story.
• Services Hitting Cost Threshold - hard - The budget line is here. How many crossed it?
• Services With Most Checks in 2025 - hard - Last year's most-checked services.
• Services With Most Error Occurrences - easy - The noisiest services.
• Services With Multi-Quarter Uptime - hard - Multi-quarter uptime streaks.
• Service Uptime Minutes - medium - Status changed. How long was it actually up?
• Service Uptime Turnaround - hard - It was down. Then it came back. Stronger.
• Service User Growth Rate - easy - User growth, service by service.
• Service With Most Critical Alerts - hard - One service keeps setting off the alarms.
• Session Count Distribution - hard - How are sessions distributed among the newest users?
• Session Duration by Account Status - medium - Average session duration broken down by user account status
• Session-Fit Content - easy - Content that fits the session length.
• Session Logins Dec 13 to 19 - easy - Logins during one specific window.
• Session Overview - medium - Full engagement picture, even for the ones who never showed up.
• Session Page View Distance - hard - Page view distance per session.
• Session Pulse - easy - Engagement is slipping. Who is phoning it in?
• Session Rank - medium - Longest sessions rise to the top. Within each user, a pecking order.
• Sessions by Content Type - medium - Engagement, broken down by content format.
• Sessions Per Device Type - easy - Sessions, device by device.
• Shared Category Purchasers - medium - They bought different things from the same aisle.
• Shared Channel Contacts - hard - User networks mapped through messages.
• Shared Endpoints - medium - Shared credentials across endpoints.
• This Year's Class - easy - The cohort is in. Time to count who made it through the door.
• Signups by Age Bucket Since April - easy - Recent signups by age.
• Signups Jan to Jul 2026 - easy - Signups from January through July.
• The Conversion Story - medium - Signups are one thing. Paid purchases are another. Find the gap by source.
• Silent Users - medium - Users who have never typed a query.
• Single Service Owners - medium - One owner, one service. Nobody else.
• Sirens and Smoke - easy - Stale alerts. Still ringing.
• Slow Batch Jobs - easy - Promised by noon. Delivered at midnight.
• Slow Failures - easy - SRE is hunting for the endpoints that fail slowly enough to burn timeouts.
• The Address That Changed - hard - Addresses change. History must not be erased.
• Slow Production Deploys - easy - Production deploys that took way too long.
• Smooth Latency - medium - Noisy latency readings, smoothed into a trend you can trust.
• The Compliance Order - easy - Token scopes need to be in the right sequence before the audit.
• Spend and Rank - hard - Five thrones at the top of the spending leaderboard.
• Spending by Account Status - medium - Segment user spending and activity by account status across the platform
• Spending Range - hard - Between the smallest purchase and the biggest lies the story.
• Spending Tiers - medium - High rollers, mid-spenders, and the frugal. Everyone gets a tier.
• Split Metric Sums - medium - One column, two totals.
• Status Report - easy - Where are orders getting stuck?
• Stock Status - easy - Human-readable availability labels.
• Storage Node Lookup - easy - The storage nodes hold the critical data.
• Streak Status Changes - hard - Detect value changes across consecutive rows
• Subscribers Without Premium - medium - Subscribed. But never upgraded.
• Successful Build Duration by Repository - medium - CI throughput, repo by repo.
• Successful Call Volume per Endpoint - medium - Not every ping is honest.
• Successful Deploy Endpoint Calls - easy - Successful deploys only. No failures allowed.
• Successful Pipeline Runs - easy - Which pipelines completed successfully?
• Successful Production Deploys - easy - Successful production deploys with duration.
• The Middle Ground - medium - Strip the outliers from both ends. What does the core actually add up to?
• Super Reviewers - medium - The most prolific code reviewers.
• Suspected Bot Sessions - easy - Five seconds or less. Probably a bot.
• Symmetric Reply Network - medium - Who replies to whom? Both directions.
• Tables With Many DQ Failures - medium - Some tables have never once passed QA.
• Tables With Most DQ Failures - medium - The tables with the most failures.
• Targeted Ad Campaigns - easy - High-value impressions. Targeted precisely.
• Team Cost Allocation Comparison - hard - Individual spend versus team average.
• Teams Below Double Average Spend - medium - Teams spending under twice the average.
• Tenure Mentorship Match - medium - Pair by tenure. Longest with newest.
• Tenure Spread for Active Tokens - hard - Tenure extremes among active tokens.
• The Ad Ledger - easy - Annual ad revenue. On the record.
• The Campaign Trail - easy - Impressions are vanity. Conversions are sanity.
• The Cannibalization Report - hard - The new product launched. The old one suffered.
• The Day-7 Retention Cohort - medium - Day one was promising. Day seven tells the truth.
• The Dormant Accounts - easy - They are still paying. They stopped showing up.
• The Duplicate Detection Sprint - easy - Same email, different rows. Spot the repeats.
• The February Cohort - easy - One signup window. One cohort. Who joined the club?
• The First Half - easy - New arrivals during one specific window.
• The Latest Transaction Per Product - medium - Every product has a last sale. When was it?
• The Legacy Hunt - easy - Old data. Still matters.
• The Merge Counter - easy - How many builds came from merges?
• The Phantom Readers - medium - They read everything. They bought nothing.
• The Podium Finish - medium - Top two products per category.
• The Publishing Audit - easy - Published years ago. Still generating views?
• The Quiet Alarms - medium - Low severity. High volume. Worth a look.
• The Regional Cost Reconciliation - hard - Two cost tables, one region. Reconcile the running balance.
• The Revenue Cliff - medium - Revenue was climbing. Then it wasn't. Spot the drop.
• The Session Stitcher - hard - Page views without sessions are just noise.
• The Slow Lane - medium - Peak API load. The slow endpoints.
• The Token Census - easy - How many tokens are out there?
• The Usual Suspects - hard - Same services, same checks, same problems.
• Third Highest Spender - medium - Bronze medal in spending.
• Third Largest Batch Job - easy - Bronze medal in the batch job rankings.
• Threads Excluding User - easy - Every thread they're not part of.
• Three-Item Combinations - medium - Generate all unique 3-item sets with total cost.
• Three Lowest Distinct Cloud Cost Amounts - easy - The three cheapest bills on record.
• Three-Value Sum Combinations - medium - Pick three. See what they add up to.
• The Transaction Breakdown - easy - Multiple time windows. One query. The business wants all of it at once.
• Timeout Status Records - easy - Unknown status in the health records.
• Timeout Warning Logs - easy - Timeout warnings. The postmortem trail.
• Titles Ending With S - easy - Naming conventions. Specifically the plurals.
• Token Churn Rate - medium - Tokens come and go. How fast is the revolving door?
• Tokens With Non-Read Scope Prefix - medium - Tokens that don't start with 'read'.
• Top 100 Batch Jobs Total Output - easy - The hundred biggest jobs. Combined output.
• Top 10 AB Test Variants - medium - The ten best-performing variants.
• Top 10 Batch Jobs - easy - The ten biggest batch jobs.
• Top 10 CPU-Heavy Nodes - medium - The ten hungriest nodes.
• Top 10 Model Accuracies - easy - Top ten model performance.
• Top 10 Rated Products - medium - The ten highest-rated items.
• Top 10 Slowest Endpoints - easy - The ten endpoints nobody wants to call.
• Top 2 Active Push Days - medium - Two days stood out from the rest. Which ones?
• Top 2 Ad Campaigns by Spend - medium - Two campaigns. Most of the budget.
• Top 2 Busiest API Slots - medium - Two time slots per week. The busiest.
• Top 2 Callers per Endpoint - medium - Two top callers per endpoint.
• Top 2 Cloud Services by Cost - medium - Two services eating most of the budget.
• Top 2 Rate-Limited Clients - medium - Two clients are hitting the rate limit harder than anyone.
• Top 3 First-View Pages - medium - The first three pages new users see.
• Top 3 Monthly Costs per Team - hard - Three priciest months per team.
• Top 3 Revenue Months - medium - The three best months on record.
• Top 5 Slowest DNS Lookups - easy - Five DNS lookups that took too long.
• Top Accuracy Model - medium - The single best-performing model.
• Top Active API Tokens - medium - The five busiest tokens.
• Top Active Senders per Channel - medium - Top three messages per channel by replies.
• Top Ad Campaigns by Revenue - easy - Every campaign has a bottom line. Stack them up.
• Top Alert Resolvers - medium - The engineers who resolve the most.
• Top and Bottom Cloud Spenders - hard - The extremes. Top and bottom.
• Top API Caller - medium - One user triggered more API calls than anyone.
• Top API Token Scopes - easy - The highest-value token scopes.
• Top Average By Region - easy - Region by region, who pulls the best average?
• Top AWS Non-APAC Service Costs - medium - Outside APAC, AWS costs tell a different story.
• Top Batch Job Under Priority 1 - medium - Priority one. Top performer.
• Back Again - medium - Acquisition is expensive. These customers didn't need convincing twice.
• Top Buyers of Premium Products - medium - Which users bought the most top-rated products
• Top Campaign by Opens - medium - One campaign got all the opens.
• Top Campaign by User Revenue - medium - Which campaign made each user spend the most?
• Top Category by User Segment - medium - Each segment has a favorite category.
• Top Chat Contributors - medium - The ten most active chat users.
• Top Commit Authors by Repo - hard - Three authors per repo. The top committers.
• Top Committers in 2025 - medium - In a sea of commits, only a few wear the crown.
• Top Content by Lifetime Value - medium - Lifetime value. Measured in total watch time.
• Top Content by Views - medium - Top five content items by views.
• Top Content by Watch Time - medium - Some content holds attention. Others get skipped.
• Top Content Flagger - medium - Flagged content. Who flagged the most?
• Top Cost Categories - medium - Three categories eating the budget.
• Top Cost Entry per Team - medium - The single biggest bill per team.
• Top CPU Pods per Namespace - hard - The two most CPU-hungry pods in each namespace.
• Top Deployed Model - easy - The best-performing model in production.
• Top Device by Sessions - easy - One device type generates the most sessions.
• Top Duration Content Items - easy - The content that held the number-one spot.
• Top Earner Per Campaign - medium - The top-earning user per campaign.
• Top Endpoint by Power Users - hard - Power users have a favorite endpoint.
• Top Error Categories in 2025 - medium - Last year's worst error categories.
• Top Error-Service Pair - medium - Which error-service pair triggered the most resolved incidents
• Top Five - easy - The five priciest items for the luxury section.
• Top Flagged Campaign Resolutions - hard - Flagged the most. Resolved how?
• Top Framework by Deployments - hard - The framework most often deployed.
• Top Frameworks by Accuracy - medium - Top three frameworks by accuracy.
• Top Identified Event Types - medium - The top users by events, but only the identifiable ones.
• Top Lessons Each Month - medium - Rank items within time periods and keep top 3
• Top Metric per Department - medium - Peak performer in every department.
• Top Metric Values - easy - The five highest numbers. No duplicates.
• Top Mobile OS by Session Duration - easy - Which mobile OS keeps users longest?
• Top Models by Framework - hard - Every framework has a star model.
• Top Pattern Matches - medium - A needle in a haystack, but how many haystacks?
• Top Per Category - hard - Every category has a champion. Crown them all.
• Top Percentile API Tokens - hard - The most suspicious tokens.
• Top Percentile Spenders - medium - Top 1% of users by total spend via percentile bucketing.
• Top Performing Models - easy - The models that actually perform.
• Top Product Categories - medium - Top three categories by page views.
• Top Product Categories by Sales - easy - The highest-grossing categories.
• Top Product Category by Transactions - medium - Organic purchases, no marketing nudge. Which category wins?
• Top Products by Quantity Sold - medium - The bestsellers. By volume.
• Top Products per Category - medium - Five winners per category.
• Top-Ranked Wines by Variety - easy - The best bottles. Ranked by variety.
• Top Recent Sellers - easy - Fresh data, top sellers. The recent leaderboard.
• Top Region by Order Volume - medium - The single busiest region.
• Top Regions by Critical Alerts - medium - Which regions have the highest volume of critical alerts
• Top Regions by Effective Uptime - medium - The most reliable regions.
• Top Regions by High CPU Nodes - hard - Five regions with the hottest CPUs.
• Top Repos by Commit Volume - medium - The most active repos in the org. No ties left behind.
• Top Repos by Successful Builds - medium - Green builds. Which repos lead?
• Top Revenue Products H1 - medium - First half of the year. Which products led the revenue race?
• Top Selling Items - easy - Revenue crowns the winners. Who sold the most?
• Top Services by Regional Cost - medium - Top spenders in one region.
• Top Services by Uptime - medium - Uptime is a competition. Which services never blink?
• Top Services Per Provider - medium - Within each cloud, two services rise above the rest.
• Top Shelf - easy - Buyers need to know ceiling prices before negotiating with vendors.
• Top Spender - medium - When your spending exceeds the priciest item on the shelf.
• The Spender Leaderboard - easy - Spending speaks. The leaderboard does the listening.
• Top Users by Pages Viewed - medium - Five users who browsed the most.
• Top Users by Recent Spend - medium - Big spenders in the last 30 days.
• Top Users by Session Time - medium - They spent the most time here.
• Total Compute Cloud Cost - easy - Total compute spend. The number.
• Total Cost by Category - easy - Total spend per category.
• Total Engineering Cost Allocation - easy - Engineering's total allocated budget.
• Total Hours Between Consecutive Events - hard - Hours between state changes.
• Total Rows by Pipeline Status - easy - Row counts alongside pipeline aggregates.
• Total User Spend - easy - Each customer's total. Summarized.
• Transaction-Only Features - hard - Exclusive to one source. Missing from the other.
• Transaction Overview - easy - The executive snapshot. Users, products, revenue.
• Transaction Revenue by Customer - medium - One month, every customer, every dollar accounted for.
• Transaction Share of User Spend - medium - Each transaction's share of the whole.
• Transaction Source Features - easy - One pipeline reviewed them. What did it see?
• The Named Transaction - easy - Transaction IDs are useless without context. Bring in the product names.
• Transaction Timeline - medium - First purchase to last. The full spending arc.
• Trend Spotter - medium - What did they spend last time? Context changes everything.
• Trim Endpoints Right - easy - Trailing whitespace. Clean it up.
• Trim Search Terms Left - easy - Leading whitespace. Clean it up.
• Hand-Holding at Scale - easy - The catalog is vast. Find what fraction of it is built for beginners.
• Unclicked Searches by Campaign - medium - Searched but never clicked.
• Unique Hostnames per Region - medium - How many distinct machines live in each region?
• Unique Hosts by Node Type - easy - How many unique hosts per node type?
• Unique Reporters per Content - medium - How many people flagged each item?
• Unique Searchers - easy - How many users actually searched?
• Who's Looking - easy - Every search is a question someone needed answered. Count the people asking.
• Unique Stream Topics - easy - A clean inventory of streaming topics.
• Unique Visitors - easy - Which months actually had an audience?
• Unmatched Categories - easy - Categories with nothing on the shelf. Empty aisles.
• Buyers Who Never Browsed - easy - They bought without ever loading a page.
• Unmatched Deploy Services - medium - Two registries. They do not agree.
• Unreviewed Models - easy - Models that have never been evaluated.
• Unsold Product Categories - medium - Dead inventory inflating storage costs.
• Unused Read Tokens - easy - Active tokens that nobody uses.
• Upvote Percentage by Age Cohort - hard - New users versus existing. The upvote gap.
• US Active User Share - medium - What percentage of active users are US-based?
• US-East KV Store Entries - easy - KV store inventory. us-east-1.
• User 360 - hard - One row per user. Everything they did, or didn't do.
• User Age Ranking - easy - Age brackets, stacked from top to bottom.
• User Campaign Overlap Percentage - hard - How much ad overlap between users?
• User Connection Score - hard - Every user has a social score.
• User Devices - medium - Desktop, mobile, tablet. What does each user actually use?
• User Engagement Summary - medium - Sessions plus searches. The full engagement picture.
• User Engagement Totals - easy - Per-user engagement. The totals.
• Behavioral Range - easy - Power users don't just visit more. They do more things.
• User Roster - easy - Which account states are bleeding users?
• User Session Roster - easy - Every user paired with their sessions, even users who never logged in
• User Sessions on Specific Days - easy - One user. Specific days. What happened?
• Users Outperforming Control - medium - Treatment beat control. For these users.
• User Spend Audit - medium - One user. One category. Total spend.
• User Spend Segmentation by Category - hard - Users segmented by spending behavior.
• Users Per Device Type - easy - Users per device. The split.
• Users Who Churned in February - hard - Gone in February.
• Users Who Clicked Ads - easy - Ad clickers and their account details.
• Users With Admin Tokens - medium - Admin tokens. Who holds them?
• Users With and Without Ad Clicks - hard - Clicked an ad versus never clicked. The split.
• Users With API Errors - medium - Count unique users who have triggered an API error response
• Users Without Purchases - medium - How many registered users have never made a single purchase
• Users Without Sessions - medium - Account created. Never logged in.
• Users With Purchase Events - easy - At least one purchase. That changes everything.
• User With Most Transactions - medium - The most active buyer.
• Verify Commit ID Uniqueness - easy - Duplicate commit IDs. Are there any?
• View Count Per Page - easy - Every page has visitors. Some just have more.
• Viewer-to-Purchaser Activity - hard - Started as viewers. Became creators.
• Views by Content Type - medium - Count content views broken down by content type
• Views by Specific Users - easy - Retrieve all content views for a set of flagged user accounts
• Weekend Warriors - easy - Weekdays vs. weekends. When does the action really happen?
• Weekly Build Status Report - hard - Every CI run, bucketed by week.
• Weekly Transaction Day Split - hard - Transactions by day of week.
• Weekly Transaction Volume - easy - Weekly volume. The pulse.
• Weighted Variant Selection - hard - Select a row using cumulative weight probabilities.
• Welcome Wagon - easy - How many signed up this year?
• Whale Watch - easy - The accounts driving the top line.
• Word Count Per Message - medium - How wordy are the messages?
• Workers Earning Above Department Average - medium - Earning above the department average.
• Worst Table Per Year by DQ Failures - hard - Every year has a worst table.
• Yearly Build Duration by Repo - medium - Build times by repo, year by year.
• Yearly Output - easy - Publishing velocity for the board deck.
• Year-over-Year Content Launches - medium - Launch velocity, year over year.
• YoY Signup Growth Rate - hard - This year versus last year. Growing or shrinking?
• Zero Accuracy on First Training - medium - First run. Zero accuracy. How common?
• Zero-Retry Job Ratio by Priority - hard - No retries needed. First try success rate.