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Answer: Tokenization
Tokenization replaces sensitive values (credit cards) with format-preserving tokens, reversible via secure vault. Used in payments, healthcare. Critical for PCI-DSS compliance and data protection questions.
Answer: Both A and B
ISO 27035 and NIST SP 800-61 provide frameworks for incident handling: preparation, detection, analysis, containment, eradication, recovery, lessons learned. Critical for security operations questions.
Answer: All of these
CCSP (Certified Cloud Security Professional) focuses on cloud; CISSP covers broad security; CISM emphasizes management. All valued for security leadership roles. Critical for cybersecurity career questions.
Answer: Inverted Index
Inverted Index maps terms to documents containing them, enabling efficient full-text search. Used in Elasticsearch, Solr. Critical for search engines and content management questions.
Answer: All of these
NIDHI-PRAYAS (DST) funds prototyping; Startup India offers tax benefits; AIM establishes incubators. Together they support innovation from ideation to scale. Critical for entrepreneurship ecosystem questions.
Answer: Both A and B
Searchable Encryption enables keyword search on ciphertext; Homomorphic Encryption enables computation on encrypted data. Both preserve privacy while enabling functionality. Critical for confidential cloud computing questions.
Answer: C2M2
C2M2 (Cybersecurity Capability Maturity Model) by US DOE assesses/improves cybersecurity in energy, water, and other critical sectors. Adopted globally for infrastructure resilience. Critical for critical infrastructure protection questions.
Answer: All of these
Data scientists need: ML for modeling, SQL for data access, visualization for communication, plus domain knowledge. India's growing data economy demands multi-skilled professionals. Critical for tech career planning questions.
Answer: Sharding
Sharding partitions data horizontally across nodes based on key ranges or hashes, enabling horizontal scaling. Critical for handling large datasets in distributed databases. Trade-offs: cross-shard queries complexity.
Answer: OECD AI Principles
OECD AI Principles (2019) provide values-based guidelines: inclusive growth, human-centered values, transparency, robustness, accountability. Adopted by 40+ countries including India. Critical for AI governance questions.
Answer: Circuit Breaker
Circuit Breaker stops requests to failing services temporarily, allowing recovery. Prevents cascading failures in distributed systems. Implemented in resilience libraries. Critical for building fault-tolerant architectures.
Answer: SR-MPLS / SRv6
Segment Routing (SR-MPLS, SRv6) encodes path instructions in packet headers, enabling flexible traffic engineering without per-flow state. Critical for scalable, programmable networks. Important for advanced networking questions.
Answer: AI Ethics Officer
AI Ethics Officers govern responsible AI: bias mitigation, explainability, compliance. Growing demand in regulated sectors (finance, healthcare). Critical for emerging tech career questions.
Answer: Graph
Graph databases (Neo4j, Amazon Neptune) store nodes/edges for relationships, enabling efficient traversal for social networks, fraud detection, recommendations. Critical for relationship-rich data questions.
Answer: All of these
Semiconductor diversification driven by: geopolitical tensions (US-China), demand surge (AI, EVs), and tech advancement (smaller nodes). India's semiconductor mission aligns with global reshoring trends. Critical for tech geopolitics questions.
Answer: Event-Driven Architecture
Event-Driven Architecture uses events/messages for service communication via brokers (Kafka, RabbitMQ). Enables scalability, resilience, and real-time processing. Complements microservices. Critical for distributed systems design questions.
Answer: SDN
SDN (Software-Defined Networking) centralizes control in software controllers, enabling dynamic traffic management, automation, and innovation. NFV virtualizes network functions. Critical for modern network architecture questions.
Answer: UMANG
UMANG (Unified Mobile Application for New-age Governance) offers 1,200+ services: Aadhaar, PAN, EPFO, utilities, health. Multilingual, voice search, offline access. Critical for digital service delivery questions.
Answer: Shared Responsibility Model
Cloud providers secure infrastructure ('security OF cloud'); customers secure data/apps ('security IN cloud'). Responsibilities vary by service model (IaaS/PaaS/SaaS). Critical for cloud governance and compliance questions.
Answer: T-Hub
T-Hub (Telangana) is India's largest innovation campus, connecting startups with corporates, investors, and mentors. Supports deep tech, healthtech, and enterprise solutions. Critical for understanding India's startup infrastructure questions.