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Answer: Both A and B
EMCs offer shared facilities for electronics manufacturing; T-Hub Hardware Lab provides prototyping equipment. Critical for deep tech startup support.
Answer: All of these
IT Act Section 43A, DPDP Act, and CERT-In Direction 20 require breach reporting. Timelines vary: CERT-In mandates 6-hour reporting for certain incidents. Critical for incident response compliance.
Answer: Both A and B
CIS Benchmarks provide hardening guidelines; NIST SP 800-190 covers container security lifecycle. Critical for cloud-native security questions.
Answer: All of these
Quality roles collaborate: QA (manual testing), SDET (test automation), DevOps (pipeline integration). Critical for agile, high-quality software delivery.
Answer: All of these
Indexing speeds lookups; partitioning splits large tables; clustering physically orders data by key. All improve query performance. Critical for database tuning questions.
Answer: Both A and B
Stree Shakti offers concessional loans for women; MUDRA provides microloans with focus on women entrepreneurs. Critical for inclusive entrepreneurship questions.
Answer: Zero-Knowledge Proofs
ZK-proofs enable proving statements (e.g., age > 18) without revealing actual data. Critical for privacy-preserving authentication and selective disclosure.
Answer: Both A and B
OWASP API Top 10 lists common API vulnerabilities; NIST SP 800-204 provides security guidelines for microservices APIs. Critical for API security design questions.
Answer: All of these
Cloud/data platform certifications validate skills in ETL, streaming, warehousing. Critical for data infrastructure roles in growing Indian data economy.
Answer: Data Virtualization
Data Virtualization provides unified query interface across heterogeneous sources (SQL, NoSQL, APIs) without physical integration. Critical for agile analytics and federated data architectures.
Answer: Both A and B
SIPP (Scheme for IPR Protection) offers fee rebates and expedited examination for startups. Critical for encouraging innovation and protecting intellectual property.
Answer: DPDP Act 2023
DPDP Act 2023 mandates explicit consent for sensitive personal data (biometrics, health, etc.), with purpose limitation and data principal rights. Critical for privacy compliance questions.
Answer: Both A and B
NIST SP 800-124 covers mobile device management; OWASP MASVS provides mobile app security requirements. Critical for BYOD and mobile enterprise security questions.
Answer: All of these
Accessible design requires collaboration: UX research, UI implementation, and accessibility expertise (WCAG compliance). Critical for inclusive digital services and legal compliance.
Answer: Replication
Replication maintains copies of data across nodes for fault tolerance and read scalability. Synchronous (strong consistency) vs asynchronous (eventual consistency). Critical for resilient database design.
Answer: Both A and B
KAPILA (Knowledge Assessment and Processing for Innovation and IPR Literacy Awareness) and Innovation Ambassador program build IP culture in HEIs. Critical for academic innovation questions.
Answer: All of these
Differential Privacy adds noise to aggregates; Federated Learning trains models on-device; SMPC computes jointly without sharing inputs. All enable privacy-preserving analytics. Critical for confidential data science questions.
Answer: Both A and B
NIST SP 800-161 and ISO 27036 provide frameworks for supply chain risk management: vendor assessment, contract clauses, continuous monitoring. Critical for third-party risk governance questions.
Answer: All of these
PMP (PMI) covers traditional project management; PRINCE2 is process-based; Agile/Scrum certifications focus on iterative delivery. All valued for tech project leadership roles.
Answer: Caching
Caching (Redis, Memcached) stores hot data in RAM for sub-millisecond access, reducing database load. Critical for high-traffic applications. Trade-offs: cache invalidation, consistency.