Kubling vs SAP Customer Data Platform

Kubling gives AI agents and automation a bounded model of live IT and OT state, federated directly from source systems. It defines shared entities, relationships, source ownership, and valid actions so queries and mutations can cross databases, APIs, and infrastructure. Providers translate operations into each source’s native protocol while retaining credentials, source logic, and release cycles; Kubling handles federation, planning, and policy. The OpenAPI provider exposes API operations as relational entities and maps mutations to HTTP operations. Instances can use local providers, federate other Kubling instances, or do both, with no central instance required. Providers are independent services behind a public gRPC contract and can be written in any gRPC-supported language. The catalog lists Cassandra, Kubernetes, OpenAPI, Redis, and an in-memory provider. The provider protocol, Go SDK, and official providers are open source, but the engine is not. Quickstart requires Git, Docker Engine, and Docker Compose v2. Provider APIs are pre-1.0; exact versions are recommended.

SAP Customer Data Platform brings customer data together into profiles for individual and account-level B2B and B2C use cases. It surfaces insights in real time to support personalized engagement, revenue growth, and retention. The platform combines identity and purpose data, then coordinates customer data with engagement systems according to privacy permissions; it can also activate profile data customers share directly with permission. Generative AI enriches customer insights and operational intelligence, while ongoing attribute calculations support segmentation and real-time decisions. SAP describes a native ERP connection and integrations using a common data model with ERP, supply chain management, and other cloud solutions. Data can enter through prebuilt or custom connectors, APIs, or batch ingestion, including legacy imports from Microsoft Azure, Amazon Web Services, Google Cloud Storage, and SFTP. REST APIs support ingestion, querying, deletion, and auditing administrative operations and updates. The product is a multitenant SaaS service, available through web and API. Pricing is paid, with no free plan; the listed SAP Customer Data Platform plan costs $1.15 a month, billed monthly, in blocks of 1 Capacity Unit per month, on a 3-to-36-month contract. Pricing depends on data objects, storage, and insight configurations.