Strict static reports
Steam Dataset Reports
Granular, support-filtered reports for game developers and game journalists. Descriptive facts are separated from correlations, and no page claims causality.
Store Page
Screenshots Per Steam Tag GroupDescriptive · PublishedHow many screenshots do games usually show in each Steam tag group?Screenshot Count Over TimeDescriptive · PublishedAre Steam pages becoming more screenshot-heavy over time?Store Page Screenshot BenchmarksDescriptive · PublishedWhat screenshot counts are normal for common Steam tag groups?
Pricing
Price Distribution By Steam Tag GroupDescriptive · PublishedWhat price ranges are typical in each Steam tag group?Free-To-Play Share By Steam Tag GroupDescriptive · PublishedWhich Steam tag groups have the highest share of free-to-play games?Paid Price Bands By Steam Tag GroupDescriptive · PublishedHow are paid games distributed across common price bands?Price Distribution Over TimeDescriptive · PublishedHow has Steam list pricing changed by release year?Price Bands Among Higher-Review GamesDescriptive · PublishedWhich price bands are common among games with at least 500 reviews?
Reviews
Review Count Milestone FunnelDescriptive · PublishedWhat share of Steam games reach common review-count milestones?Review Milestones By Release YearDescriptive · PublishedHow are review-count bands distributed by release year?Review Milestones By Steam Tag GroupDescriptive · PublishedHow are review-count bands distributed by Steam tag group?Median Review Score By Steam Tag GroupDescriptive · PublishedWhat is the median review score among reviewed games in each Steam tag group?Review Score Spread By Steam Tag GroupDescriptive · PublishedWhich Steam tag groups have the widest middle-50% review score band?Most Polarized TagsDescriptive · PublishedWhich tags have visible shares of both low-scoring and high-scoring reviewed games?
Languages
Supported Languages By Steam Tag GroupDescriptive · PublishedHow many languages do games usually support in each Steam tag group?Supported Language Count Over TimeDescriptive · PublishedHas language support expanded over release years?Simplified Chinese CoverageDescriptive · PublishedWhere is Simplified Chinese support most common?Japanese CoverageDescriptive · PublishedWhere is Japanese support most common?German CoverageDescriptive · PublishedWhere is German support most common?French CoverageDescriptive · PublishedWhere is French support most common?Spanish CoverageDescriptive · PublishedWhere is Spanish support most common?Korean CoverageDescriptive · PublishedWhere is Korean support most common?Portuguese-Brazil CoverageDescriptive · PublishedWhere is Portuguese-Brazil support most common?Common Language BundlesDescriptive · PublishedWhich language support packages appear most often?
Platforms
Controller Support By Steam Tag GroupDescriptive · PublishedHow common is controller support in each Steam tag group?Controller Support Over TimeDescriptive · PublishedHow has full controller support adoption changed by release year?Mac Support By Steam Tag GroupDescriptive · PublishedWhich Steam tag groups most often support macOS?Linux Support By Steam Tag GroupDescriptive · PublishedWhich Steam tag groups most often support Linux?Multi-Platform Support Over TimeDescriptive · PublishedHow has non-Windows platform support changed by release year?Platform Support And Review ScoreCorrelation · PublishedAre wider platform-support cohorts associated with review score?
Hardware
Minimum RAM Over TimeDescriptive · PublishedHow have minimum RAM requirements changed by release year?Minimum Storage Over TimeDescriptive · PublishedHow have minimum storage requirements changed by release year?Spec Requirements By Steam Tag GroupDescriptive · PublishedWhich Steam tag groups tend to list higher minimum RAM and storage?High-Spec Game Share By YearDescriptive · PublishedWhat share of games list at least 8GB RAM or 20GB storage?
Release Timing
Release Month DistributionDescriptive · PublishedWhich months have the most Steam releases?Release Weekday DistributionDescriptive · PublishedWhich weekdays have the most Steam releases?Release Month By Steam Tag GroupDescriptive · PublishedWhich month is most common for each Steam tag group?Release Month And Review CountCorrelation · PublishedWhich release months are associated with higher Steam review counts?
Lifecycle
Early Access Share By Steam Tag GroupDescriptive · PublishedWhere is early access most common?Roadmap Mentions By Steam Tag GroupDescriptive · PublishedWhere are roadmap-stage signals most common?Microtransactions Adoption Over TimeDescriptive · PublishedHow often does microtransactions appear by release year?Dlc Adoption Over TimeDescriptive · PublishedHow often does dlc appear by release year?Gacha Adoption Over TimeDescriptive · PublishedHow often does gacha appear by release year?Battle Pass Adoption Over TimeDescriptive · PublishedHow often does battle pass appear by release year?Gacha And Battle Pass PresenceDescriptive · PublishedWhere do gacha or battle-pass labels appear with enough support?
Playtime
Median Game Length By Steam Tag GroupDescriptive · PublishedHow long are games estimated to be in each Steam tag group?Median Session Length By Steam Tag GroupDescriptive · PublishedHow long are typical sessions estimated to be in each Steam tag group?Short-Session Steam Tag GroupsDescriptive · PublishedWhich Steam tag groups have the shortest median session estimates?Long-Session Steam Tag GroupsDescriptive · PublishedWhich Steam tag groups have the longest median session estimates?100+ Hour Game LabelsDescriptive · PublishedWhich clean labels over-index among games estimated at 100+ hours?One-More-Run LabelsDescriptive · PublishedWhich labels appear often in short-session games?Long-Session LabelsDescriptive · PublishedWhich labels appear often in long-session games?Sessions To Finish By Steam Tag GroupDescriptive · PublishedHow many sessions would typical game length imply?
Mechanics
Progression Count By Steam Tag GroupDescriptive · PublishedHow many progression items are extracted per game?Progression Density By Steam Tag GroupDescriptive · PublishedHow many extracted progression hooks appear per estimated hour of game length?Gameplay Loop TagsDescriptive · PublishedWhich loop tags appear most often across extracted gameplay loops?Core ActionsDescriptive · PublishedWhich core actions appear most often in extracted gameplay loops?Common Mechanics By Steam Tag GroupDescriptive · PublishedWhat clean LLM labels are most common in each Steam tag group?Mechanic Co-OccurrenceDescriptive · PublishedWhich clean mechanics commonly appear together?
Genre Structure
Common Genre HybridsDescriptive · PublishedWhich Steam tag group pairs appear most often?Genre Supply GrowthDescriptive · PublishedWhich Steam tag groups have the largest catalog presence?Genre Review AttentionDescriptive · PublishedWhich Steam tag groups have the highest median Steam review counts per game?Crowded Steam Tag GroupsDescriptive · PublishedWhich tag groups have the largest number of catalog entries?Low-Supply Steam Tag GroupsDescriptive · PublishedWhich support-qualified tag groups have the fewest catalog entries?
Visual Style
Art Style By Steam Tag GroupDescriptive · PublishedWhich art style is most common in each Steam tag group?Art Style Over TimeDescriptive · PublishedHow did common image-derived art styles change by release year?Color Tone By Steam Tag GroupDescriptive · PublishedWhich color-tone signals appear within each Steam tag group?Dominant Hue By Steam Tag GroupDescriptive · PublishedWhich image-derived dominant hue signals appear within each Steam tag group?Mood Words By Steam Tag GroupDescriptive · PublishedWhich image-derived mood words appear within each Steam tag group?
Accessibility
Most Common Accessibility LabelsDescriptive · PublishedWhich accessibility-related labels appear most often?Accessibility Labels Over TimeDescriptive · PublishedHow often do accessibility labels appear by release year?Accessibility Labels By Steam Tag GroupDescriptive · PublishedWhich Steam tag groups most often include at least one accessibility-related label?Custom Volume Controls AdoptionDescriptive · PublishedWhere does custom volume controls adoption appear?Subtitles And Captions AdoptionDescriptive · PublishedWhere does subtitles and captions adoption appear?Adjustable Difficulty AdoptionDescriptive · PublishedWhere does adjustable difficulty adoption appear?Family Sharing By Steam Tag GroupDescriptive · PublishedWhere is Family Sharing listed most often?Achievements By Steam Tag GroupDescriptive · PublishedWhere are Steam achievements listed most often?Steam Trading Cards By Steam Tag GroupDescriptive · PublishedWhere are Steam Trading Cards listed most often?
Developer / Publisher
Self-Published Share By Steam Tag GroupDescriptive · PublishedWhere do developer and publisher names overlap most often?Repeat Developers By Steam Tag GroupDescriptive · PublishedWhich groups have more games from developers with multiple releases?External Publisher Presence By Steam Tag GroupDescriptive · PublishedWhere is a publisher listed that does not exactly match the listed developer?
Tag Drift
Top Tags By YearDescriptive · PublishedWhich tags are most common in each release year?Rising TagsDescriptive · PublishedWhich tags gained the most release-count presence recently?Falling TagsDescriptive · PublishedWhich tags lost the most release-count presence recently?Newly Common Recent TagsDescriptive · PublishedWhich tags became much more visible in recent releases?Tag CascadeDescriptive · PublishedWhich tags increased their share of release supply the most?Tag WavesDescriptive · PublishedHow did high-volume Steam tags move over release years?