GA4’s Growing Pains: Alternatives and Solutions for Modern Analytics

GA4’s Growing Pains: A Community Rant Session

The recent Reddit thread questioning the usability of Google Analytics 4 (GA4) reflects widespread frustration with the platform’s transition from Universal Analytics (UA). Over 80% of marketers reported difficulties adapting to GA4 within the first six months of its release, according to a 2023 survey by Databox.

Why This Matters

Traditional analytics relied on simplified, session-based models. GA4’s event-driven approach, while more flexible and privacy-focused, introduces significant complexity for users accustomed to UA’s interface and reporting structures. This complexity can lead to inaccurate data interpretation, wasted marketing spend, and ultimately, flawed business decisions. The cost of misinterpreting data can range from ineffective ad campaigns to missed opportunities for product improvement.

Key Insights

• UA sunset on July 1, 2023: Google officially stopped processing new hits in Universal Analytics, forcing a migration to GA4.
• Event-based vs. Session-based: GA4’s shift to an event-based data model requires a fundamental change in how analytics are approached, contrasting with UA’s session-centric methodology.
• PostHog’s open-source approach: PostHog provides a self-hosted alternative allowing complete data ownership and control, used by companies like Notion and GitLab.

Working Example

SELECT
event_name,
(SELECT value.string_value FROM UNNEST(event_params) WHERE key = 'page_location') AS page_url,
COUNT(1) AS event_count
FROM
`your-gcp-project.analytics_XXXXXXXXX.events_*`
WHERE
_TABLE_SUFFIX = FORMAT_DATE('%Y%m%d', CURRENT_DATE('-1 day'))
AND event_name = 'page_view'
GROUP BY
1, 2
ORDER BY
event_count DESC
LIMIT 10;

Practical Applications

• E-commerce: Utilizing Matomo’s detailed event tracking to analyze customer journeys and optimize conversion funnels.
• Pitfall: Relying on default GA4 reports without customization, leading to a lack of actionable insights and misinterpretation of user behavior.

References:

• https://dev.to/techresolve/solved-is-it-me-or-does-ga4-kind-of-suck-what-are-some-alternatives-296m
• https://databox.com/google-analytics-4-migration-stats