Watsonx.data
This is the name for the architecture watsonx.data is built on — combining the low-cost object storage of a lake with the structure of a warehouse.
What is a data lakehouse?
A client wants to prevent data quality and compliance issues from spreading across downstream systems by enforcing governance checks as early as possible in the data lifecycle. In this architecture, what happens to data that fails those checks?
What is noncompliant data being flagged or blocked before it can propagate downstream?
Apache Kafka is the open-source engine; name the fully-managed cloud service IBM resells, powered by Kora.
What is Confluent Cloud?
This is the attack that makes quantum a today-problem, not a someday-problem — stealing encrypted data now to decrypt once quantum computers mature.
What is 'Harvest Now, Decrypt Later'?
This is the in-memory engine at the core of Planning Analytics — keeps calculations off disk so plans update in real time.
What is TM1?
These are watsonx.data's three core differentiators. (Everyone should be able to name these. Please get them. Please get them. Please)
What are hybrid-and-open architecture, workload-optimized performance, and gen-AI readiness?
Real-time streaming runs on StreamSets, observability runs on Databand. What does bulk/batch ETL/ELT run on? Hint: this IBM engine has been a Gartner Leader for 19 years straight.
What is DataStage?
Which IBM Confluent Platform tier provides both unlimited RBAC and a Designated Customer Success Technical Architect (CSTA)?
What is IBM Confluent Standard with Advanced Support?
These are the three pillars of Guardium 12.2 Continuous Compliance: mapping, measurement, and the unifying dashboard.
What are Compliance Controls, Compliance Thresholds, and the Compliance Hub?
This feature lets Planning Analytics users spin up personal 'what-if?' scenarios, then compare and share them.
What are (scenario) sandboxes?
This open table format — alongside Parquet and JSON — gives watsonx.data ACID transactions on open storage without lock-in.
What is (Apache) Iceberg?
To size a watsonx.data integration deal, you don't price the bundle as one — you use separate component pricing decks. What are they?
What is DataStage aaS, DataStage Cartridge, Databand, StreamSets and Replication?
This is how the Starter, Standard, and Enterprise tiers determine the final cost of an IBM Confluent Platform deployment.
What is tier-based node pricing (with add-on surcharges for governance and connector complexity)?
These two factors are used to calculate RVUs for GDP.
What are Managed Virtual Servers and Terabytes of unstructured data?
You're speaking to a client about Planning Analytics and they explain that their organization has a strict requirement for a cloud deployment. Name the cloud deployment options you can tell them about.
What is Essentials, Standard, and Premium?
watsonx.data is sold in these two commercial packages — one you run, one IBM runs.
What are watsonx.data Premium (software) and watsonx.data SaaS?
Watsonx.data integration specialises in a 'hybrid cloud, not cloud-only' proof point. Name the three ways watsonx.data can be deployed.
What are managed SaaS, a Cloud Pak for Data cartridge, and standalone software on Red Hat OpenShift?
Name the two newer capabilities beyond Flink: the one that serves analytics-ready data products to your lakehouse, and the one that feeds up-to-the-second context to AI systems.
What are Tableflow and Confluent Intelligence?
A healthcare payor wants to simplify audit reporting and improve security visibility. Name the Guardium solution that helps simplify audit reporting and improve visibility.
What is Guardium Data Detection and Response?
A finance team wants the flexibility of a browser-based planning experience, while many users insist on working directly in Excel. Which two Planning Analytics interfaces would you recommend?
What are Planning Analytics Workspace (PAW) and Planning Analytics for Excel (PAfE)?
A customer wants an operational data store that can remain highly available while scaling across multiple nodes to support real-time applications. Which technology included through DataStax in watsonx.data Premium Edition addresses this requirement?
What is Apache Cassandra?
A prospect wants to deploy DataStage and StreamSets within watsonx.data integration and asks how licensing capacity should be estimated. What sizing approach should you recommend?
What is determining the VPC requirements for each component, converting them to RUs using the appropriate rates, and combining the totals?
A financial services customer needs a managed Kafka platform, centralized schema governance with lineage tracking, and a way to replicate data across hybrid and multi-cloud environments without complex migration tooling. Which three Confluent features address these requirements?
What are Confluent Cloud, Stream Governance, and Cluster Linking?
A client seeks a data security platform that can integrate with their existing tools and workflows, such as ServiceNow. Outline the integrations and openness of the Guardium ecosystem to meet their requirements.
What is multi-product integration (ServiceNow), open framework supporting REST API standards for integrating existing tools, and workflow/task management?
A new Planning Analytics prospect has been using Cognos Analytics for years and wants to leverage their Cognos Analytics 11.2.4 implementation to report on any planning data they create, and has a need to store their data in Canada. Which Planning Analytics solution would you suggest?
Planning Analytics as a Service