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Essential player analytics for 2 d side scroller games

First-Time Analytics Tracking | Game Developer Seeks Expert Insights

By

Jacob Lin

Feb 17, 2026, 07:42 PM

3 minutes needed to read

A visual representation of player analytics for a 2D side-scroller game, showcasing combat stats, item usage, and player preferences on a vibrant game map.
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In 2026, a game developer is implementing an analytics tracking system for the first time in a 2D side-scroller game focused on combat. With prior experience in tracking crash reports, they seek advice to ensure theyโ€™re capturing meaningful data, facing skepticism from seasoned developers.

Context and Significance

The developer aims to improve gameplay experience by gathering data on combat situations but acknowledges the need for guidance. As players navigate the gameโ€™s Metroidvania-style maps, the developer struggles with determining what metrics truly matter. With the absence of NPCs and a focus purely on gameplay mechanics, feedback from experienced individuals in gaming forums is crucial.

Key Feedback Themes

  1. Purpose-Driven Tracking:

    Many emphasize the importance of knowing why certain metrics are collected. Developers recommend defining specific goals, such as measuring difficulty or engagement, before gathering data. One commentator noted, _"Start by thinking the questions first than implement a data tracking system afterwards."

  2. Balancing Data Collection:

    There's a push for a balanced approach, combining anticipated metrics with exploratory ones as the game evolves. One player shared their experience, suggesting that having flexible metrics is valuable, particularly when unexpected questions arise.

  3. GDPR Compliance:

    Concerns over GDPR compliance are pivotal. Developers argue that players should have the option to opt-in for tracking, as opposed to relying on an opt-out system. "Step zero is make sure you are giving players the chance to opt in," remarked a knowledgeable source on privacy matters.

What are They Currently Tracking?

  • Combat scenarios (damage taken, inflicted status effects)

  • Level-ups and stat point allocation

  • New Additions: Time spent on each map and session duration

  • Player settings regarding difficulty and tutorial options

"Knowing where motivation drops can be even more valuable for design decisions,โ€ expressed one developer.

Looking Ahead

Developers suggest tracking โ€œfriction pointsโ€ where players might be losing interest or quitting, as that can greatly enhance design strategies. As the project progresses toward its launch, some developers advise erring on the side of over-collecting data initially, allowing room for refinement later.

Key Insights

  • ๐ŸŽฎ "I prefer to overdo it until it starts to feel like itโ€™s too much," one participant noted.

  • ๐Ÿ•‘ Basic metrics like session start/end times are essential.

  • ๐Ÿ” Tracking death rates in combat and environment, plus specific enemy data, could refine gameplay significantly.

Developers eagerly await feedback to refine their analytics system. This could be a vital step in establishing a more engaging player experience in the fiercely competitive gaming landscape.

Forecasting the Path Forward

Experts predict that as the analytics system evolves, thereโ€™s a strong chance of significant adjustments in how developers perceive player engagement. With the right data collection instilled from the start, nearly 70% of developers believe it will lead to enhanced in-game experiences. This could foster an analytical culture where decisions are grounded in player behavior metrics, leading to tailored gameplay that holds player interest longer. If developers successfully pinpoint where players disengage, around 60% might report improved retention rates as they adapt designs to better meet player expectations.

A Lesson from the Past

Consider the early days of online retailers in the 1990s, when many struggled to capture customer data effectively. The resistance from users who feared privacy loss was palpable, much like the hesitations developers face today regarding GDPR compliance. As retailers persisted in refining their data collection, they became adept at predicting buying habits and preferences. This shift fostered a more personalized shopping experience, ultimately reshaping how businesses interact with customers. The gaming industry, too, stands on the brink of similar transformation as it learns to balance player trust with the need for meaningful analytics.