Data Security & Compliance
Know where your sensitive data lives, control who can access it, and prove it on demand — data classification, DLP, masking, lineage, and AI-ready governance built for enterprises that can't afford a data breach or a failed audit.
Ready to take control of your data?
Book a free 30-minute call with a senior data security architect and get a tailored data protection roadmap.
Plan My Data Security ProjectWhy Data Security & Compliance Are a Competitive Advantage
The most valuable asset most companies have isn't their software — it's their data. And in 2026, that data is increasingly distributed across cloud warehouses, lakes, SaaS apps, and AI systems that didn't exist five years ago. The companies that will thrive aren't the ones that lock data down — they're the ones that know exactly where sensitive data lives, who can use it, and how to prove it. Here's why founders, operators, and enterprise teams are investing in serious data security and compliance right now:
Data Lives Everywhere Now
Your sensitive data is in the warehouse, in the lake, in 80 SaaS apps, in BI dashboards, in spreadsheets people have downloaded, and increasingly in AI prompt logs. Most teams don't know where their crown-jewel data actually lives — and you can't protect what you can't see.
AI Changed the Threat Model
LLMs trained or fine-tuned on sensitive data may leak it. RAG systems can surface PII through prompts. AI agents access data with broader scope than any human user ever had. Traditional DLP doesn't cover any of this — and the regulators are catching up fast.
Regulators Aren't Slowing Down
GDPR, CCPA, HIPAA, PCI DSS, the EU AI Act, state privacy laws — every quarter brings a new compliance obligation. Enterprises with mature data governance handle them in stride. Enterprises without it scramble at every audit.
Breaches Cost Multiples of Prevention
The average enterprise data breach now costs millions in incident response, regulatory fines, customer churn, and class-action exposure. The same investment in classification, DLP, and access governance routinely costs less than 10% of a single breach.
Data Governance Unlocks AI
Your AI ambitions depend on clean, well-governed, well-classified data. Companies with mature data governance ship AI products 3 to 5x faster than those still wrestling with where their training data came from and what's actually safe to use.
Trust Is Now a Sales Asset
Enterprise buyers ask harder data-security questions than they did three years ago. "How do you protect our data?" is a deal-blocker question, and the answer better be specific. Mature data governance is now a sales accelerator, not just a cost center.
Ready to turn data security into a strategic asset?
Get a custom data security plan — discovery, gap analysis, and remediation roadmap — within 24 hours.
Start My Data Security Engagement
Why Most Data Security Programs Fall Short
Big-4 audit firms charge enterprise rates for data-classification reports that lose accuracy the moment business changes. Compliance vendors sell tooling that catches the easy 60% of sensitive data and miss the hard 40% — the data buried in derived tables, copied to spreadsheets, or fed into AI systems. Generalist consultants treat data security as an IAM problem and miss the actual data-layer concerns: lineage, classification drift, masking, and AI-specific exposure. Six months in, your DLP dashboards show green while sales reps are downloading customer lists to Excel. Your data lake has tables nobody can confidently classify. A new data scientist trained a model on PII because nobody flagged the source columns. Your auditors find the same gaps you found last year, in the same places, and the gap-closure tickets keep slipping. The work is real but it isn't translating to durable posture. That's where ZAPTA steps in — senior data engineers and security architects who treat data security as a data-engineering problem, AI-augmented classification and discovery, governance frameworks that scale with the business, and remediation work that actually closes the gaps instead of documenting them.
Who we help most
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Scaling SaaS preparing for enterprise security reviews.
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Regulated companies (healthcare, finance, legal) under continuous audit obligations.
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AI startups whose buyers are asking hard data-governance questions.
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Enterprises consolidating data security across cloud warehouses and lakes.
How ZAPTA delivers data security & compliance
We offer four main ways to help — pick the one that matches the data security challenge you need to solve:
Data Discovery & Classification
You don't fully know where your sensitive data lives — across warehouses, lakes, SaaS apps, and shadow data. We run AI-augmented data discovery and classification, mapping PII, PHI, PCI, financials, and proprietary data wherever they reside. Most discovery engagements run 4 to 8 weeks and produce a defensible data inventory you can hand to auditors and security teams.
Data Loss Prevention & Masking
You know where the sensitive data is — now you need to protect it from the wrong access. We implement DLP, dynamic data masking, tokenization, format-preserving encryption, and access policies across cloud warehouses, BI tools, and applications. Most DLP and masking engagements run 6 to 12 weeks.
Data Governance Programs
You need a sustainable data-governance program covering data ownership, lineage, quality, access reviews, retention, and continuous classification. We design and implement the frameworks, deploy governance platforms (Collibra, Alation, Atlan, OneTrust), and run organizational change-management. Programs typically run 12 to 24 weeks for first-time buildouts.
AI / ML Data Security
You're shipping AI products and the data-security implications are different from traditional applications — training-data leakage, prompt injection, RAG governance, agent access scope, model abuse. We design AI-specific data protection covering training data, inference logs, RAG sources, and AI agent governance. Aligned to NIST AI RMF, EU AI Act, and ISO/IEC 42001.
Not sure which path fits your situation?
Tell us where you are and we'll recommend the right approach — honestly.
Get a Free ConsultationFlexible Ways to Work With ZAPTA
Every data security program is different — so is every team's budget, regulatory profile, and operational maturity. Choose the engagement model that matches how you want to work.
Fixed-Cost Discovery & Assessment
Ideal for teams targeting a specific outcome — first-time data inventory, gap assessment against GDPR or HIPAA, or DLP rollout for a defined set of systems. We scope, execute, and deliver against fixed pricing — including discovery, classification, gap analysis, and remediation roadmap. Perfect for first-time programs and bounded compliance work.
Best for
Founders pre-enterprise sales, SMEs targeting first-time data governance, fixed-budget enterprise pilots.
Data Security Implementation Programs
The default option for organizations building durable data-security posture. We deliver multi-quarter programs covering data discovery, classification, DLP, masking, access governance, and continuous-monitoring platforms — organized into 4 to 8-week waves that each ship measurable risk reduction.
Best for
Most enterprise programs covering cloud warehouses, lakes, BI tools, and SaaS applications.
Continuous Data Security Retainer
A long-term engagement covering ongoing data-classification refreshes, gap remediation, regulatory change response, AI-data security, and continuous governance enforcement. Same senior team every month, predictable pricing, SLA-backed response. Often paired with our Cloud Security & Compliance for end-to-end coverage.
Best for
Regulated industries, scaling SaaS, and enterprises requiring continuous data-security posture management.
Custom Quotations
Multi-region data residency, classified workloads, AI-heavy data programs, M&A data security diligence, or unusual regulatory constraints — we build a tailored quotation around your exact situation. Tell us the program, the regulatory profile, and the outcome you need. We respond within 24 hours.
Best for
Enterprise, regulated, or non-standard data security engagements that don't fit a template.
Which engagement model is right for you?
Share your data security details and get a tailored recommendation within 24 hours.
Request a Tailored QuoteSigns You Need a Data Security & Compliance Partner
If any of these sound familiar, it's time to bring in senior data security expertise:
You can't confidently say where every piece of sensitive customer data (PII, PHI, PCI, financials) lives across your stack.
Your last data-classification exercise is over a year old, the business has changed, and you suspect the inventory is now stale.
Your auditors keep flagging the same data-governance gaps year after year, and remediation tickets keep slipping.
Your sales team is downloading customer data to spreadsheets and you don't have a way to detect or prevent it.
Your data warehouse has tables containing PII that aren't masked or restricted at query time.
You're shipping AI products and don't have clear answers on training-data provenance, RAG-source governance, or prompt-log retention.
You're under enterprise security review and the data-security questions in the questionnaire are getting harder than your answers.
Recognize yourself in any of these?
Get a free 30-minute data security diagnostic from a senior architect.
Data Security & Compliance Services We Offer
A complete data security practice covering discovery, classification, protection, governance, and AI-specific data security — from first-time programs to enterprise multi-framework data governance:
Sensitive Data Discovery
AI-augmented discovery of PII, PHI, PCI, financial data, and proprietary data across cloud warehouses, lakes, SaaS apps, and shadow data sources.
Data Classification & Tagging
Continuous, policy-driven classification at the column, row, and document level — feeding downstream DLP, masking, and access decisions.
Data Loss Prevention (DLP)
DLP rollout across endpoint, email, cloud apps, and data-warehouse layers — with tuning to reduce false positives and operator burden.
Data Masking & Tokenization
Static and dynamic data masking, tokenization, and format-preserving encryption for non-production environments and least-privilege access.
Data Lineage & Cataloging
Automated lineage tracking and data-catalog implementation (Collibra, Alation, Atlan, Datahub) — turning data sprawl into navigable governance.
Access Governance & Reviews
Role-based and attribute-based access controls, periodic access reviews, just-in-time access, and segregation-of-duties enforcement.
Encryption Architecture
Encryption-at-rest, encryption-in-transit, key management with HashiCorp Vault / AWS KMS / Azure Key Vault, and column-level encryption for sensitive data.
Privacy Compliance (GDPR, CCPA, HIPAA)
Data subject rights workflows, consent management, data residency controls, breach notification frameworks, and regulator-facing evidence.
AI / ML Data Security
Training-data governance, RAG-source classification, prompt-log retention controls, AI agent access scoping, and data leakage prevention.
Data Retention & Deletion
Retention policies, automated lifecycle management, right-to-erasure workflows, and certified data-destruction processes.
Data Audit & Continuous Compliance
Continuous compliance monitoring, evidence automation, and audit-readiness for SOC 2, HIPAA, PCI DSS, ISO 27001, and GDPR.
Data Breach Response
Incident response playbooks, breach forensics, regulator-facing disclosure support, and post-incident remediation.
Need a data security service you don't see listed?
We design custom engagements for unique data environments and regulated industries.
Discuss Your ProjectHow our data security & compliance process works
Every data security engagement follows a clear three-phase lifecycle, broken into execution sprints underneath. Discovery and assessment engagements typically run 4 to 8 weeks. DLP and masking implementations run 6 to 12 weeks. Multi-framework governance programs run 12 to 24 weeks. Continuous data security retainers run continuously.
Discover and Classify
- Discovery workshops with data engineering, security, legal, and business stakeholders.
- AI-augmented sensitive data discovery across warehouses, lakes, SaaS apps, and shadow data sources.
- Data classification at column, row, and document level — mapped to regulatory requirements (PII, PHI, PCI, etc.).
Data discovery, classification, regulatory framing, gap assessment.
Protect and Govern
- Dynamic data masking, tokenization, and format-preserving encryption for non-production and least-privilege access.
- Encryption architecture — at-rest, in-transit, column-level, with managed key services.
- Access governance — RBAC/ABAC, periodic access reviews, just-in-time access, segregation of duties.
DLP, masking, encryption, access governance, lineage, AI/ML protection.
Operate and Improve
- Periodic data-classification refreshes — handling business change, schema drift, and new sources.
- Regulatory change response — adapting controls to new state privacy laws, EU AI Act updates, etc.
- Pre-audit readiness reviews and audit support across SOC 2, HIPAA, PCI DSS, ISO 27001, and GDPR.
Continuous monitoring, audit readiness, regulatory change response, ongoing governance.
Want this process for your data security program?
Tell us about your data environment and get a tailored security roadmap within 24 hours.
Start Your EngagementTools We Use for Data Security & Compliance
Our data security toolkit combines proven enterprise platforms, modern AI-augmented discovery, and senior data engineering — chosen for the specific data environment, not vendor partnerships.
Building AI-Native Products
Transform your ideas into intelligent digital products with AI at the core. Our AI-native engineering approach combines human expertise with advanced AI tools to deliver scalable, secure, and high-quality software faster while reducing cost and accelerating innovation.
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Real Software Projects We've Shipped
Real scenarios where founders, operators, and enterprise teams brought us in to take control of sensitive data and pass audits with conviction:
B2B SaaS platform from zero
Founder with a clear vision shipped a multi-tenant SaaS platform in 12 weeks auth, billing, dashboards, and core workflows. Live customers within 90 days.
Real Estate Fintech
How ZAPTA delivered a secure digital-identity and contact-management mobile app that keeps users’ details verified and up to date in real time, launched across Denmark and the USA with 5,000+ verified users
Enterprise legacy modernization
Rebuilt a Fortune 500 team's internal operations system migrated from legacy stack to cloud-native in 16 weeks with zero downtime during cutover.
Content Platform Redesign
How ZAPTA helped redesign and rebuild the V3 experience for a leading content-repurposing platform, bringing clarity, consistency, and a unified design system across every module of a product trusted by 980K+ creators.
Digital Identity Verification App
How ZAPTA delivered a secure digital-identity and contact-management mobile app that keeps users’ details verified and up to date in real time, launched across Denmark and the USA with 5,000+ verified users
FinTech Trade & Financing Platform
Founder with a clear vision shipped a multi-tenant SaaS platform in 12 weeks auth, billing, dashboards, and core workflows. Live customers within 90 days.
Healthcare Onboarding Platform
How ZAPTA helped a healthcare organization replace a manual, fragmented hiring process with a unified, compliance-ready onboarding platform, bringing applicants, employees, referees, and administrators into a single role-based system.
Property Management Platform
How ZAPTA helped a property-management company replace fragmented manual operations with a single platform connecting tenants, vendors, and property owners, with 20,000+ properties listed across 10 US states.
Smart POS Platform
How ZAPTA helped a technology company build a SaaS point-of-sale platform that unifies sales, inventory, and payments with real-time analytics and full online–offline functionality — built for the Saudi market across four sectors.
Ticketing Analytics Platform
How ZAPTA built a real-time analytics and ticketing-insights platform that reveals pricing trends and optimal purchase timing, helping buyers across 100+ locations purchase 15K+ tickets and save over $100K.
Unified GRC Platform
How ZAPTA helped deliver a unified governance, risk, and compliance platform that automates compliance, risk, and legislative tracking — cutting regulatory-change monitoring time by 40% and audit preparation by 35%.
AI EdTech Platform
How ZAPTA helped an EdTech client turn traditional tutoring into a personalized, AI-driven experience, intelligently matching students with suitable tutors, with 1,500 students enrolled and 591+ expert tutors on the platform.
What You Get When You Work With ZAPTA
Every data security engagement ships with audit-ready outputs your team owns long-term:
Data inventory mapped to regulatory categories — PII, PHI, PCI, financials, IP, and proprietary.
Data classification framework with rules, taxonomies, and ownership assignments.
Data flow and lineage documentation — across warehouses, lakes, SaaS apps, BI tools, and AI systems.
Gap assessment mapped to selected frameworks (GDPR, CCPA, HIPAA, PCI DSS, EU AI Act, etc.).
DLP deployment with tuned policies, exception handling, and operator workflow integration.
Dynamic data masking, tokenization, and encryption controls for sensitive data.
Access governance framework — RBAC/ABAC, access reviews, just-in-time access, segregation of duties.
Data catalog deployment (Collibra, Alation, Atlan, DataHub) with stewardship workflows.
AI / ML data security controls — training-data governance, RAG governance, agent access scoping
Continuous compliance monitoring and evidence automation pipelines.
Operator runbooks, training materials, and stakeholder enablement documentation.
Pre-audit readiness reports and post-audit handoff for sustained operations.
Ready to see these deliverables for your data?
Book a scoping call and receive a full deliverable list within 24 hours.
Book Your Scoping CallWhy founders and teams choose ZAPTA
Many companies offer data security and compliance services. Here's what makes ZAPTA a specialist data security partner:
Data Engineering, Not Just Audit
We're a product engineering company first. Our data security work treats data as a data-engineering problem — lineage, classification, schema evolution, AI exposure — not just an IAM or audit checklist.
AI-Native Data Security
We design data security for AI products by default — training-data governance, RAG-source classification, prompt-log retention, agent access scoping. Aligned to NIST AI RMF, EU AI Act, and ISO/IEC 42001.
Senior Architects Only
Your engagement is led by senior data engineers and security architects who design and implement controls — not auditors who hand back gap reports and walk away. The same people who design the security posture also operate it.
AI-Augmented Discovery
AI scales the boilerplate — sensitive data discovery, classification, policy authoring, evidence collection. Senior engineers scale the architecture, the regulatory interpretation, the risk-acceptance calls. Both are human-led where it matters.
Industries we serve
Sectors where data security and compliance are a business requirement — not a nice-to-have.
Fintech
Real Estate & Construction
Healthcare
Technology
Education
Retail
Insurance
Compliance & Governance
Transportation & Logistics
Energy Beyond data security, full-stack services
Data security is one part of a complete data platform strategy. ZAPTA is a complete technology company — we design, build, and scale the full stack alongside your data security program so you can ship a complete data platform, not just a compliance dashboard.
Data Security & Compliance FAQs
Structured for AI search engines (ChatGPT, Gemini, Perplexity, Claude) and Google rich results. Implement FAQPage JSON-LD for every question.
Cloud Security & Compliance focuses on cloud-infrastructure security and certifications (SOC 2, HIPAA, FedRAMP, ISO 27001) — IAM, network, encryption, posture management at the cloud-platform layer. Data Security & Compliance focuses on the data layer specifically — classification, lineage, DLP, masking, access governance, and AI/ML data protection. Most enterprises need both. We frequently deliver them as paired engagements.
Data discovery and classification engagements typically run 4 to 8 weeks. DLP and masking implementations run 6 to 12 weeks. Multi-framework governance programs run 12 to 24 weeks. AI/ML data security programs run 4 to 8 weeks. Continuous data security retainers run continuously. We commit to fixed milestones during scoping.
Pricing depends on data environment complexity, regulatory profile, and engagement model. We offer fixed-cost discovery and assessment, multi-quarter implementation programs, continuous retainers, and custom quotations. Most projects are scoped per engagement with transparent, upfront pricing. Book a call for a tailored quote within 24 hours.
Four primary models: Fixed-Cost Discovery & Assessment for first-time inventories, Data Security Implementation Programs for multi-quarter buildouts, Continuous Data Security Retainers for ongoing posture management, and Custom Quotations for regulated or non-standard work. We'll recommend the right fit during discovery.
Yes. AI/ML data security is a specialty — covering training-data governance, RAG-source classification, prompt-log retention, agent access scoping, and data leakage prevention. Aligned to NIST AI RMF, EU AI Act, and ISO/IEC 42001. We design AI-specific data protection from day one, not as an afterthought.
We're tool-neutral by design. Discovery and privacy: BigID, Securiti, OneTrust. Catalogs and governance: Collibra, Alation, Atlan, DataHub. Access governance: Immuta, Privacera, Okera. DLP: Symantec, Forcepoint, Microsoft Purview. Tokenization: Protegrity, Voltage, Vaultree. Native: Snowflake Horizon, Databricks Unity Catalog, Microsoft Purview, Google Dataplex. We pick the right tool for your environment.
Yes. Hybrid data environments — cloud warehouses + lakes + SaaS apps + on-prem + endpoint — are common. We use AI-augmented discovery to surface sensitive data wherever it lives and apply consistent classification frameworks across the full estate. Most discovery engagements complete in 4 to 8 weeks regardless of environment complexity.
We deploy classification platforms (BigID, Securiti, OneTrust, native cloud tools) that re-scan continuously and surface newly classified data automatically. Combined with data lineage and catalog deployment, this catches schema drift, new data sources, and business change before they create governance gaps.
Yes. GDPR + CCPA + HIPAA + SOC 2 + PCI DSS + state privacy laws + EU AI Act simultaneously is increasingly common. We map controls across frameworks to minimize duplicate work, build shared classification frameworks, and deploy unified evidence-collection automation. Multi-framework programs typically run 12 to 24 weeks.
Yes. Continuous data security retainers cover ongoing classification, gap remediation, regulatory change response, AI-data security, and continuous governance enforcement. Same senior team every month, predictable pricing, SLA-backed response. Often paired with our Cloud Security & Compliance service for end-to-end coverage.
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