Snowplow vs. Adobe Analytics
How does packaged analytics tool Adobe Analytics compare to Snowplow Behavioral Data Platform (BDP)?


What’s the difference
between Snowplow and
Adobe Analytics?
Snowplow
- Warehouse and lake first (creating a single source of truth)
- Full ownership of your pipeline and data, plus full privacy
- 100% flexible to customize in line with your business needs
- A fair and scalable pricing model without vendor or eco-system lock in
Adobe
- Not warehouse first – stores your data in a black box
- Limited transparency with a lack of full data ownership
- Restricted customization due to being preconfigured/’packaged’
- Vendor lock-in: a high-cost solution, locking teams not just into the tool, but the entire Adobe ecosystem
“We would not have achieved our current level of self-serve data without Snowplow. It has enabled us to democratize our data culture, significantly improving our analytics coverage and deepening our insights”
DANIEL HUANG | DATA ENGINEER, STRAVA
Key Snowplow Features
Create a culture of trust in data
Snowplow has pioneered data validation and testing tech that creates full trust in the data across your businessQuality assurance
Trial tracking in a sandbox environment – like software testing. Data is also pre-validated with JSON schemas to ensure qualityData optimized for AI & BI
Our highly-curated behavioral datasets are granular and accurate enough to power advanced AI and BI use casesCompliant first-party data creation
Mitigate against tightening regulatory requirements through ‘private SaaS’ deployment model – no customer data ever leaves your infrastructureGain a customer 360
Understand your customers’ behavior during their anonymous journeys and across devices, maximizing the efficiency of your marketing funnelFree your data team
Data lands in your warehouse ready for use, freeing your data team from endless cleaning and wrangling and ensuring projects see production

Snowplow for warehouse-first analytics
The warehouse is becoming the center of data gravity, with the global data warehousing market set to be worth $30 billion by 2025 (Global Market Insights).
In terms of data modeling in the warehouse, Snowplow is the third-largest publisher of dbt models on the planet, after dbt and Fivetran.
While Adobe can load to centralized storage, the structure and quality of the data are not good enough to effectively scale up your data projects and create a reliable single source of truth.
Adobe can create data quality issues
Adobe Analytics is presented as an Enterprise-grade advanced analytics tool, but the data quality simply doesn’t justify this.
Blocked by privacy controls Adobe has not kept up with the changes to browsers and adblockers over the last 5 years, limiting the lifetime of tracking cookies. There will be gaps in the data collected
Bad data cleaning
Once bad data has been collected by Adobe, there is no way to get it out or clean the data. One Snowplow customer migrated from Adobe after accidentally-collecting customer PII, forcing them to discard business-critical dataLack of customization
Adobe forces everything to conform to a fixed model (‘name=value pairs’ of strings), when your tracking doesn’t naturally fit into this format, the result is lossy data that doesn’t accurately reflect your site/appInflexible to business requirements
Once there’s live data in a dimension, you can’t use that dimension for something else in a new version without it intermingling with the existing data – i.e., data cannot evolve with your businessMisleading and incomplete data
When unique values in a dimension reach a certain threshold, Adobe hides a proportion of them, rendering the data incomplete

Adobe lacks flexibility and customization
Tools should adapt to the user, not the other way around. Adobe makes it hard for less linear use cases and business contexts.
Who does your Adobe data belong to?
Autonomy
Adobe: collects a large amount of PII automatically, requiring customization of their default settings, which is not an easy process.Snowplow: define your own data – you decide what to include in your tracking plan and PII can be fully pseudonymized.
Privacy
Adobe: as a packaged tool, your data is stored by Adobe, reducing privacy and raising compliance questions.Snowplow: the option to deploy all Snowplow infra in your own cloud environment for full privacy and ownership – we don’t have access to your data.
Control
Adobe: as it is not possible to reprocess data, if a data subject changes their preferences after collection, large amounts of data may have to be discarded.Snowplow: fully configurable – adjust your tracker when a user changes consent preferences.


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