Term Kind Topic What it is
Data Access Model concept Data Access Models The scheme by which permission to data is granted, whether by role, by attribute, by purpose, or by request with expiry.
Data Mesh Federated Governance concept Data Governance & Semantics Central agreement on the rules that must be global, with domain autonomy over everything else.
Data Mesh in Practice concept Data Mesh Decentralising data ownership to the domains that produce it, with a self-serve platform and federated governance — an organisational change more than a technical one.
Data Product Published Dataset, Owned Data Asset, Analytical Interface concept Data Products A dataset published deliberately as an interface with a named owner, documented semantics, quality guarantees and a change policy - as distinct from a table that consumers happen to be able to reach.
Data Product concept Data Products A curated, documented, owned dataset treated as a product with consumers, a service level and a lifecycle, rather than as the output of a pipeline.
Data Quality Dimensions concept Data Quality Dimensions The standard axes along which data quality is measured, which turn a vague complaint into a testable assertion.
Data Steward concept Data Stewardship The named individual accountable for the definition, quality and appropriate use of a specific data domain.
Decision Rights Over Data concept Data Governance & Semantics Who is entitled to decide what a data element means, who may see it and how long it is kept — the substance of governance once the policy documents are set aside.
Differencing Attack Query Differencing, Reconstruction Attack concept Data Sharing & Clean Rooms Inferring an individual's data from the difference between two permitted aggregate results - the reason that returning only aggregates is not by itself a privacy guarantee.
Domain Data Ownership concept Data Mesh Making the team that generates data accountable for publishing it fit for others to use, rather than handing raw extracts to a central team.
Erasure Amplification Deletion Write Multiplier, Purge Fan-Out concept Retention & Purge The ratio between the bytes rewritten to honour a deletion request and the bytes actually belonging to the subject, which decides whether on-demand erasure is feasible or must be batched.
Golden Record concept Master Data Management The single authoritative version of an entity assembled from conflicting sources, and the survivorship rules that decide which value wins.
Governed Path Bypass Shadow Access Route, Route-Around concept Self-Service vs Governed Any route to data that reaches it without passing the controls the organisation believes are in force, which is what makes a correct policy optional rather than binding.
Governed Self-Service concept Self-Service vs Governed Letting anyone analyse anything while constraining what may be treated as authoritative, which resolves the apparent conflict between speed and consistency.
Identifier Reuse Hazard Code Recycling, Key Reassignment concept Reference Data The silent corruption that occurs when a retired code or key is later assigned to a different real-world entity, so historical facts join to the wrong meaning with no error anywhere.
Match Rate Bias Matched-Cohort Bias, Identity Coverage Bias concept Data Sharing & Clean Rooms The systematic skew introduced when only the identifiable subset of each party's population joins, so a shared measurement describes the matched cohort rather than the market it is quoted about.
Over-Classification Label Inflation, Maximum Propagation Collapse concept Sensitivity Labelling The state in which so much of an estate carries the highest sensitivity label that its controls become unworkable, and people route around them - producing less protection than a coarser scheme would.
Point-in-Time Correctness As-Of Join, Temporal Correctness, Leakage Prevention concept Semantic Layer Retrieving each feature's value as it was at the moment of the event rather than its current value, which is what prevents a model from training on information that did not exist yet.
Policy Bypass Surface Enforcement Gap, Derived-Object Leak concept Row & Column-Level Security The set of objects and paths through which data protected by a row or column policy can be read without that policy being evaluated - typically derived objects refreshed under a privileged identity.
Producer Obligation concept Data Contracts What a data contract binds the producing team to do, and — crucially — what happens in their pipeline when they are about to break it.
Reference Data concept Reference Data The slowly-changing shared vocabularies — country codes, currencies, product categories, tax rates — whose inconsistency causes disproportionate trouble.
Self-Service versus Governed concept Self-Service vs Governed Balancing analyst autonomy against consistency — resolved by tiers and enforced definitions rather than by restricting access.
Sensitivity Propagation concept Sensitivity Labelling The rule that a derived dataset inherits the highest sensitivity of its inputs unless a named transformation demonstrably lowers it.
Silent Data Failure No Error, Plausibly Wrong, Quiet Breakage concept Data Observability A data problem that produces no error - the pipeline succeeded, the schema was valid, the numbers were plausible - which is why error-based monitoring cannot detect it and why it persists for weeks.
Token Domain Entropy Tokenised Value Space, Surrogate Input Entropy concept Tokenisation & Masking The size and guessability of the value space a deterministic token is computed from, which decides whether that token is a usable pseudonym or a lookup key an attacker can rebuild without ever touching the vault.