Snowplow is an enterprise-strength marketing and product analytics platform. It does three things:
- Identifies your users, and tracks the way they engage with your website or application
- Stores your users' behavioural data in a scalable "event data warehouse" you control: in Amazon S3 and (optionally) Amazon Redshift or Postgres
- Lets you leverage the biggest range of tools to analyze that data, including big data tools (e.g. Hive, Pig, Mahout) via EMR or more traditional tools e.g. Tableau, R, Looker, Chartio to analyze that behavioural data
Snowplow technology 101
The repository structure follows the conceptual architecture of Snowplow, which consists of six loosely-coupled sub-systems connected by five standardized data protocols/formats:
To briefly explain these six sub-systems:
- Trackers fire Snowplow events. Currently we have 12 trackers, covering web, mobile, desktop, server and IoT
- Collectors receive Snowplow events from trackers. Currently we have three different event collectors, sinking events either to Amazon S3 or Amazon Kinesis
- Enrich cleans up the raw Snowplow events, enriches them and puts them into storage. Currently we have a Hadoop-based enrichment process, and a Kinesis-based process
- Storage is where the Snowplow events live. Currently we store the Snowplow events in a flatfile structure on S3, and in the Redshift and Postgres databases
- Data modeling is where event-level data is joined with other data sets and aggregated into smaller data sets, and business logic is applied. This produces a clean set of tables which make it easier to perform analysis on the data. We have data models for Redshift and Looker
- Analytics are performed on the Snowplow events or on the aggregate tables. We currently have an online cookbook of ad hoc analyses that work with Redshift, Postgres and Hive. We also have data models for Looker in LookML
For more information on the current Snowplow architecture, please see the Technical architecture.
host$ git clone https://github.com/snowplow/snowplow.git host$ cd snowplow host$ vagrant up && vagrant ssh guest$ cd /vagrant/3-enrich/scala-common-enrich guest$ sbt test
Find out more
|Technical Docs||Setup Guide||Roadmap||Contributing|
We're committed to a loosely-coupled architecture for Snowplow and would love to get your contributions within each of the six sub-systems.
If you would like help implementing a new tracker, adding an additional enrichment or loading Snowplow events into an alternative database, check out our Contributing page on the wiki!
Questions or need help?
Check out the Talk to us page on our wiki.
Copyright and license
Snowplow is copyright 2012-2013 Snowplow Analytics Ltd.
Licensed under the Apache License, Version 2.0 (the "License"); you may not use this software except in compliance with the License.
Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License.