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2988 questions of the kind that actually get asked — in interviews, in architecture review boards, and by the person who has to run the thing at 3 AM. Every answer states the trade-off rather than the slogan, and says when the obvious choice is the wrong one.

All areas2988 Architecture Fundamentals91 Distributed Systems111 Data Architecture100 Cloud Architecture97 Networking96 API & Integration Architecture97 Reliability & Resilience99 Observability92 Performance & Capacity Engineering100 Security Architecture105 Cost Architecture & FinOps102 Business Architecture103 Architecture Communication102 Enterprise Architecture100 Legacy Modernization102 AI-Era Architecture106 Software Architecture & Engineering93 Architecture Patterns94 Architecture Decision-Making101 The Architect's Meta-Skills102 Delivery & Release Engineering103 Platform Engineering & Developer Experience102 Testing & Quality Architecture102 Data Platform Architecture98 Streaming & Real-Time Data103 Data Governance & Semantics91 Frontend & Experience Architecture101 Edge, Mobile & IoT98 Regulatory & Data Protection Architecture99 Assurance, Audit & Model Risk98
Difficulty Any beginner intermediate advanced

4 questions in Pseudonymisation.

  1. Pseudonymisation intermediate Multiple choice

    A product analytics team needs per-user aggregation over two years of events without holding data that re-identifies people if the warehouse leaks. Which approach actually delivers that?

    2 min answer pseudonymisationtokenisationhashingkey-custody
  2. Pseudonymisation advanced

    A travel metasearch of Expedia's shape replaces every traveller email with a deterministic HMAC token before the data reaches the analytics warehouse and before any file goes to an advertising partner. Two years later an audit finds that one partner can name individual travellers. The token vault was never breached. What failed?

    3 min answer pseudonymisationtokenisationlinkabilityre-identification
  3. Pseudonymisation advanced

    On 4 August 2006 AOL published about 20 million search queries from more than 650,000 users over three months, with usernames replaced by random numbers. Within days the New York Times had identified user 4417749 as a named individual from the content of her searches alone. What failed, which design assumption made it possible, and what would have prevented it?

    3 min answer aolre-identificationquasi-identifiersanonymisation
  4. Pseudonymisation advanced

    Pseudonymisation reduces regulatory obligations. What does it actually provide, and where is it commonly overstated?

    2 min answer pseudonymisationanonymisationre-identificationkey-separation