Improvado streamlines data from 200+ marketing connectors. Such a range of data sources allows for in-depth cross-channel marketing analytics. With data from different channels on a single dashboard, you can build detailed marketing reports and track metrics like ROAS, CPL, CPA, ROMI, ROI, and many other custom indicators. Users get a single source of truth for all their marketing channels, along with a holistic view of their prospects’ devices, age, gender, preferred channels, and more.

Stitch Data provides an integration service that supports over 100 data sources and eight data warehouse destinations. Customers can either submit requests for new connectors or develop custom connectors through Singer, an open-source toolkit.

Segment’s core product, Connections, allows users to link to over 200 data sources. The platform also provides integration to six destinations: Amazon Redshift, Google BigQuery, Snowflake, Azure SQL Data Warehouse, Postgres, and IBM Db2. Developers are also permitted to build custom integrations to support special needs

Improvado’s data dictionary provides a complete overview of all marketing reports across different providers. The dictionary describes metrics, properties, dimensions, and more. Besides, Improvado provides an extensive library of dashboards and explains how to adjust them for your exact use case. If users can’t find the required information in Improvado’s documentation, they always have a dedicated support manager who will answer all their questions. Finally, companies that don’t have enough resources for adjusting dashboards and dealing with data operations can use Improvados’ Professional Services package to augment their in-house team with experienced offsite marketing experts.

Stitch provides support via a live chat portal. However, phone support is only available to Enterprise customers. The platform offers open-source documentation, so anyone can contribute to the repository. Users are also supported with a blog and a community forum. However, Stitch doesn’t provide any training service.

Segment provides customer support primarily through a ticketing system. However, it provides robust documentation comprising articles, courses, guides, videos, a knowledge base, and more.