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self.confirm_exploitability()\n        self.validate_impact()","while time.time() \u003C math.inf:\n    ethiack.map_attack_surface()\n    ethiack.discover_vulnerabilities()\n    ethiack.validate_exploits()\n    ethiack.generate_mitigations()\n    ethiack.calculate_risk()\n    ethiack.notify_users()\n    log.success(\"✓ Iteration complete\")",[4094,4099,4103,4107],{"_key":4095,"_type":4096,"network":4097,"url":4098},"6718eb28f153","item","linkedIn","https://www.linkedin.com/company/ethiack/",{"_key":4100,"_type":4096,"network":4101,"url":4102},"6e3ba8adcef1","x","https://x.com/intent/user?screen_name=ethiack",{"_key":4104,"_type":4096,"network":4105,"url":4106},"bfa99527446b","github","https://github.com/ethiack",{"_key":4108,"_type":4096,"network":4109,"url":4110},"6f4b1ab11cb4","youtube","https://www.youtube.com/@ethiack",{"link":4112,"logo":4115},{"to":4113},{"document":217,"slug":4114,"type":47,"url":9},"ethiack-portal-ipn",{"alt":4116,"extension":4117,"height":462,"hotspot":9,"secondaryCaption":9,"type":80,"uid":9,"url":4118,"width":4119},"support","svg","https://cdn.sanity.io/images/ah5kp358/production/3aac6be64237e5dafcc1f02a7993dd4f394a91ce-337x25.svg",337,"Activate\nAI penTesting",{"articleSchema":4122,"description":4127,"image":9,"keywords":9,"organization":4128,"sitedescription":4199,"sitename":4134,"slug":4200,"title":4201},{"author":4123,"category":4052,"categorySlug":696,"dateModified":4125,"datePublished":4126},{"name":4124,"slug":680},"André Baptista","2026-10-16T15:08:21Z","2026-10-16","SAST vs DAST vs SCA compared: definitions, blind spots, DevSecOps fit, OWASP alignment, and where continuous adversarial validation fits alongside all three.",{"address":4129,"alternateName":4134,"areaServed":4135,"audience":4138,"award":4150,"contactPoint":4157,"description":4166,"founder":4167,"foundingDate":4180,"foundingLocation":4181,"knowsAbout":4182,"name":4134,"sameAs":4195,"slogan":4199},{"addressCountry":4130,"addressLocality":4131,"addressRegion":4131,"postalCode":4132,"streetAddress":4133},"PT","Coimbra","3030-199","R. Pedro Nunes, Bloco C, Instituto Pedro Nunes","Ethiack",[4136,4137],"Europe","Worldwide",[4139,4140,4141,4142,4143,4144,4145,4146,4147,4148,4149],"CISO","Head of Cybersecurity","Cybersecurity Manager","Cybersecurity teams","Cybersecurity compliance officers","DevSecOps","AppSec","Pentesters","Vulnerability Managers","SecOps","Red Teams",[4151,4152,4153,4154,4155,4156],"WebSummit Most Promising Startup","Portugal National Innovation Award","Google for Startups Growth Academy: AI for Cybersecurity","KPMG Tech Innovator","BOLD Awards","World Summit Award (WSA)",[4158],{"_key":4159,"_type":4160,"areaServed":4137,"availableLanguage":4161,"contactType":4164,"url":4165},"d7f70598b319","contactPoint",[4162,4163],"English","Portuguese","sales","https://meet.ethiack.com/meetings/tiago-roque/events","Ethiack is an autonomous offensive security platform that continuously tests and validates what attackers can actually exploit across an organization's entire external and internal attack surface. Where scanners flag thousands of potential issues and annual pentests give a snapshot that goes stale the day after delivery, Ethiack proves exploitability in real time, with a reproducible Proof of Exploit for every finding and a false-positive rate the company reports below 0.5%.",[4168,4172,4176],{"_key":4169,"_type":4170,"jobTitle":4171,"name":4124},"775a8f614487","person","Co-Founder and CTO",{"_key":4173,"_type":4170,"jobTitle":4174,"name":4175},"2abe12d8a728","Co-Founder and CEO","Jorge Monteiro",{"_key":4177,"_type":4170,"jobTitle":4178,"name":4179},"fa781bdf5ca8","CCSO","Vítor Pinho",2022,"Coimbra, Portugal",[4183,4184,4185,70,4186,44,4187,4188,4189,4190,4191,4192,4193,4194],"Cybersecurity","Penetration Testing","Ethical Hacking","Vulnerability Assessment","Continuous Security Testing","Agentic AI Pentesting","Proof-of-Exploit Validation","NIS2 Compliance","DORA Compliance","SOC 2","ISO 27001","PCI DSS",[4098,4196,4106,4110,4197,4198],"https://x.com/ethiack","https://www.crunchbase.com/organization/ethiack","https://startup.google.com/alumni/stories/ethiack/","Autonomous Ethical Hacking for continuous security","sast-vs-dast-vs-sca","SAST vs DAST vs SCA: The Comparison for CISOs and AppSec",{"barsVariant":4203,"buttonCtaList":4204,"consoleSnippet":4208,"description":4210,"functionSnippet":4211,"title":4215},"bars2",[4205],{"icon":4056,"label":4057,"to":4206},{"document":9,"hubspotForm":4207,"slug":9,"type":11,"url":17},{"formId":9,"portalId":9,"region":9},{"_type":4071,"code":4209},"// NO SALES MAGIC\ntrial(30);\n\nexposure\n  .gets_checked();\n\nproof\n  .talks();\n\npressure = 0;","30-day free trial. No commitment.",{"args":4212,"enabled":101,"name":4214},[4213],"datetime.now()","signup",[4216,4217],"Validate your exposure","before attackers do.",[4219,4225],{"category":4220,"date":4222,"slug":4223,"title":4224},{"name":4221,"slug":687},"Resources","2026-09-01","ecb-ai-cybersecurity-action-plan-complete-guide","ECB AI Cybersecurity Action Plan: The Complete Guide",{"category":4226,"date":4227,"slug":4228,"title":4229},{"name":4221,"slug":687},"2026-09-11","mythos-ai-security-implications-complete-guide","Mythos AI Security Implications: The Complete Guide",[4231,4242],{"_type":4232,"author":4233,"category":4238,"date":4126,"tags":4239,"title":4241},"header",{"company":4134,"name":4124,"photo":4234,"role":4237,"slug":680},{"alt":4124,"extension":78,"height":106,"hotspot":9,"secondaryCaption":9,"type":80,"uid":9,"url":4235,"width":4236},"https://cdn.sanity.io/images/ah5kp358/production/449800cd79851702132fd4d72cb176d1f585a1f6-980x1280.jpg",980,"CTO",{"name":4052,"slug":696},[4240],{"name":1620,"slug":683},"SAST vs DAST vs SCA: The Comparison for CISOs and AppSec Leads",{"_type":4243,"content":4244},"body",[4245,4253,4261,4269,4278,4284,4292,4300,4309,4317,4325,4333,4341,4349,4357,4365,4373,4381,4389,4397,4405,4413,4421,4429,4437,4445,4453,4461,4469,4477,4485,4493,4501,4509,4517,4525,4533,4541,4549,4557,4565,4644,4652,4660,4709,4717,4725,4733,4791,4799,4807,4815,4823,4831,4839,4847,4855,4863,4871,4879,4887,4895,4903,4911,4919,4939,4959,4967,4987,4995,5003,5011,5019,5027,5035,5043,5051,5059,5067,5075,5083,5091,5099,5107,5115,5123,5131,5139,5147,5155,5163,5171,5179,5187,5195,5203],{"_key":4246,"_type":23,"children":4247,"markDefs":4252,"style":32},"fa0ea7740185",[4248],{"_key":4249,"_type":27,"marks":4250,"text":4251},"e72933a3e168",[],"SAST, DAST, and SCA are three application security testing categories that most 2026 DevSecOps programmes run in combination. They are complementary rather than substitutable: each catches a class of vulnerability the other two miss. Getting the category definitions right is the starting point for a defensible tooling stack; understanding the blind spots the three share is the starting point for the layer that sits above them.",[],{"_key":4254,"_type":23,"children":4255,"markDefs":4260,"style":32},"5ff300dbe9ae",[4256],{"_key":4257,"_type":27,"marks":4258,"text":4259},"e2588e96ed7f",[],"SAST analyses source code without executing it. DAST tests running applications from the outside. SCA identifies known vulnerabilities and license risk in third-party dependencies. All three produce findings that a developer then triages. None of the three validates whether the findings are exploitable in the live environment as an actual attacker would use them, chains multi-step attack paths across findings, or reasons about business logic and broken access control (which is the number-one risk in the OWASP Top 10). That gap is what agentic AI pentesting and continuous adversarial exposure validation fill.",[],{"_key":4262,"_type":23,"children":4263,"markDefs":4268,"style":32},"e2de9ed4ec48",[4264],{"_key":4265,"_type":27,"marks":4266,"text":4267},"ee0b53a0d89b",[],"This comparison covers the three categories in detail, the OWASP-aligned DevSecOps stack they typically sit inside, the blind spots that persist even with all three deployed, and where continuous validation fits alongside them. The intended reader is a CISO, Head of AppSec, or Head of DevSecOps making a 2026 tooling decision.",[],{"_key":4270,"_type":23,"children":4271,"markDefs":4276,"style":4277},"9391ff87e2d7",[4272],{"_key":4273,"_type":27,"marks":4274,"text":4275},"144c60be855b",[29],"Executive TL;DR",[],"h2",{"_key":4279,"_type":4280,"author":4281,"text":4283},"e7f769d13a4e","quoteBlock",{"enabled":4282},false,"SAST reads source code and finds coding vulnerabilities before the application runs. DAST tests the running application from outside and finds runtime vulnerabilities. SCA identifies known vulnerabilities in third-party dependencies. Together they cover most of the OWASP Top 10 categories but produce findings that require triage; none of the three validates exploitability with proof of exploit, chains multi-step attack paths, or reliably detects broken access control (OWASP Top 10 #1). A mature 2026 AppSec programme runs SAST + DAST + SCA plus a continuous adversarial validation layer (agentic AI pentesting) that closes the exploitability-validation gap the three scanners leave open",{"_key":4285,"_type":23,"children":4286,"markDefs":4291,"style":4277},"de2e54f47390",[4287],{"_key":4288,"_type":27,"marks":4289,"text":4290},"93032cec1316",[29],"What is SAST?",[],{"_key":4293,"_type":23,"children":4294,"markDefs":4299,"style":32},"b6a07e4f6846",[4295],{"_key":4296,"_type":27,"marks":4297,"text":4298},"6c934542e337",[],"SAST (Static Application Security Testing) is source-code-level analysis that identifies security vulnerabilities without executing the code. It runs inside the IDE, during compilation, or as a CI/CD pipeline check. SAST reads the code as text and pattern-matches against vulnerability signatures, data-flow rules, and taint-analysis paths. Also called white-box or inside-out testing.",[],{"_key":4301,"_type":23,"children":4302,"markDefs":4307,"style":4308},"d1832558b107",[4303],{"_key":4304,"_type":27,"marks":4305,"text":4306},"a997fc4d5775",[29],"What SAST catches",[],"h3",{"_key":4310,"_type":23,"children":4311,"markDefs":4316,"style":32},"cb00d861ec34",[4312],{"_key":4313,"_type":27,"marks":4314,"text":4315},"c16660e404e5",[],"SQL injection patterns, cross-site scripting patterns, buffer overflows, hardcoded credentials, insecure cryptographic function calls, unsafe API usage, information leakage through error handling, and other code-level defects that can be identified through static analysis. SAST is particularly strong at catching well-known patterns early in the development lifecycle, before code even runs.",[],{"_key":4318,"_type":23,"children":4319,"markDefs":4324,"style":4308},"a63fb0c3bd2d",[4320],{"_key":4321,"_type":27,"marks":4322,"text":4323},"7cd55d06708a",[29],"What SAST misses",[],{"_key":4326,"_type":23,"children":4327,"markDefs":4332,"style":32},"4b0139a2616a",[4328],{"_key":4329,"_type":27,"marks":4330,"text":4331},"9155ea299d97",[],"Runtime behaviour. Configuration issues in the deployed environment. Vulnerabilities that depend on how the application interacts with infrastructure, third-party services, or user input at runtime. Known CVEs in third-party dependencies (that is SCA's job). Business logic flaws that require reasoning about the application's intended behaviour. Broken access control, because SAST cannot determine whether a specific user should be allowed to reach a specific object.",[],{"_key":4334,"_type":23,"children":4335,"markDefs":4340,"style":4308},"e47a5f07d5a5",[4336],{"_key":4337,"_type":27,"marks":4338,"text":4339},"5c0443b4ea0c",[29],"Where SAST fits",[],{"_key":4342,"_type":23,"children":4343,"markDefs":4348,"style":32},"351b73a9a0df",[4344],{"_key":4345,"_type":27,"marks":4346,"text":4347},"a9ce5612b0ad",[],"Shift-left. SAST is designed to fire during development, ideally in the IDE giving developers immediate feedback, and again in the CI/CD pipeline as a gating check before merge. This is the earliest layer of the DevSecOps stack, catching low-cost defects when the fix is a few lines of code rather than a production incident.",[],{"_key":4350,"_type":23,"children":4351,"markDefs":4356,"style":4308},"f73e34b25aa2",[4352],{"_key":4353,"_type":27,"marks":4354,"text":4355},"9844b1ef61e0",[29],"Common SAST reality: false positives",[],{"_key":4358,"_type":23,"children":4359,"markDefs":4364,"style":32},"b816c4448bd8",[4360],{"_key":4361,"_type":27,"marks":4362,"text":4363},"fc2eccc9654b",[],"SAST produces the highest false-positive rate of the three categories. Static analysis cannot determine whether a code path is actually reachable at runtime, whether input is properly sanitised elsewhere in the codebase, or whether a flagged pattern is inside dead code. Developer flooding is real: teams that receive thousands of findings without triage often stop acting on them entirely. Reachability analysis is the central 2026 SAST theme: modern platforms trace whether a vulnerable code path can actually be reached from an application entry point before ranking it. Per Endor Labs' 2026 SCA tools comparison, platforms using full-stack reachability achieve false positive rates below 5%, versus 15-50% across scanners without it. AI-assisted triage layers on top to reduce noise further, but reachability is the mechanism moving the numbers.",[],{"_key":4366,"_type":23,"children":4367,"markDefs":4372,"style":4277},"18a5c5440552",[4368],{"_key":4369,"_type":27,"marks":4370,"text":4371},"43fce8e2ae51",[29],"What is DAST?",[],{"_key":4374,"_type":23,"children":4375,"markDefs":4380,"style":32},"311ae6329c0f",[4376],{"_key":4377,"_type":27,"marks":4378,"text":4379},"7db0935b4317",[],"DAST (Dynamic Application Security Testing) tests a running application from the outside by sending crafted requests and analysing responses. It requires no source code access. DAST is black-box or outside-in testing that treats the application as an opaque target and probes it as an attacker would. It runs against staging or production environments and is often used in QA cycles or scheduled recurring tests.",[],{"_key":4382,"_type":23,"children":4383,"markDefs":4388,"style":4308},"439cec5f5354",[4384],{"_key":4385,"_type":27,"marks":4386,"text":4387},"45ba9b53590a",[29],"What DAST catches",[],{"_key":4390,"_type":23,"children":4391,"markDefs":4396,"style":32},"e1db149b72cf",[4392],{"_key":4393,"_type":27,"marks":4394,"text":4395},"57d8264318a7",[],"Runtime vulnerabilities that only surface when the application is executing: cross-site scripting exploitable in the live application, authentication bypass, session hijacking, server misconfiguration, missing security headers, cookie flag issues, input validation weaknesses observable at the HTTP layer, and errors that leak information at runtime. DAST also catches many issues in the deployment environment (server configuration, TLS setup) that SAST cannot see.",[],{"_key":4398,"_type":23,"children":4399,"markDefs":4404,"style":4308},"8135fc97221f",[4400],{"_key":4401,"_type":27,"marks":4402,"text":4403},"ccaa81a3eda5",[29],"What DAST misses",[],{"_key":4406,"_type":23,"children":4407,"markDefs":4412,"style":32},"1fc4f49beb56",[4408],{"_key":4409,"_type":27,"marks":4410,"text":4411},"1c5de530e105",[],"Code-level defects that never trigger a visible response signal. Vulnerabilities in code paths not reached during the DAST crawl. Known CVEs in third-party dependencies (SCA's job). Business logic flaws in most cases. Broken access control (with a partial exception for multi-role DAST diffing, which can catch some IDOR and BOLA regressions). Vulnerabilities requiring specific authentication state or complex workflow to surface.",[],{"_key":4414,"_type":23,"children":4415,"markDefs":4420,"style":4308},"81d8c3339ec6",[4416],{"_key":4417,"_type":27,"marks":4418,"text":4419},"4e0357434b91",[29],"Where DAST fits",[],{"_key":4422,"_type":23,"children":4423,"markDefs":4428,"style":32},"9d4e86300adf",[4424],{"_key":4425,"_type":27,"marks":4426,"text":4427},"e5cc9dcfa0e3",[],"Post-build. DAST needs a running application, which typically means a staging environment or a pre-production test target. Some teams run DAST in production against isolated read-only endpoints or against production-like traffic replays. DAST fits the QA cycle rather than the developer IDE, and it can be scheduled or triggered by deployment events.",[],{"_key":4430,"_type":23,"children":4431,"markDefs":4436,"style":4308},"f40f241b64e2",[4432],{"_key":4433,"_type":27,"marks":4434,"text":4435},"b2685646547a",[29],"DAST in practice",[],{"_key":4438,"_type":23,"children":4439,"markDefs":4444,"style":32},"f724697a723b",[4440],{"_key":4441,"_type":27,"marks":4442,"text":4443},"7aa0ad146c3a",[],"Successful DAST integration in DevSecOps usually looks like a Burp Suite, OWASP ZAP, or commercial DAST scan running against staging after every significant deployment, with findings routed into Jira or the team's issue tracker for triage. DAST tools require configuration to handle authentication (login sequences, session tokens, MFA), API testing (Swagger/OpenAPI specs or hand-crafted endpoints), and single-page application handling (headless browser crawling).",[],{"_key":4446,"_type":23,"children":4447,"markDefs":4452,"style":4277},"5b35f7b18d20",[4448],{"_key":4449,"_type":27,"marks":4450,"text":4451},"9481149e6d49",[29],"What is SCA?",[],{"_key":4454,"_type":23,"children":4455,"markDefs":4460,"style":32},"d4edb2ef33e0",[4456],{"_key":4457,"_type":27,"marks":4458,"text":4459},"5036f5c8d77f",[],"SCA (Software Composition Analysis) identifies third-party components and dependencies (open-source libraries, commercial packages, container base images) and cross-references them against vulnerability databases such as CVE, GitHub Security Advisories, and vendor-specific advisories. SCA also tracks license compliance for third-party components, which matters for legal risk management alongside security.",[],{"_key":4462,"_type":23,"children":4463,"markDefs":4468,"style":4308},"41a672069728",[4464],{"_key":4465,"_type":27,"marks":4466,"text":4467},"d0452e1c1114",[29],"What SCA catches",[],{"_key":4470,"_type":23,"children":4471,"markDefs":4476,"style":32},"82f45e94eb1d",[4472],{"_key":4473,"_type":27,"marks":4474,"text":4475},"b7537da54f9b",[],"Known vulnerabilities (CVEs) in open-source dependencies. Outdated library versions with published security advisories. Container image vulnerabilities against base image manifests. License compliance issues (GPL infection, prohibited licenses in commercial contexts, license conflicts within the dependency tree). Transitive dependencies (dependencies of dependencies) that inherit vulnerabilities from upstream packages.",[],{"_key":4478,"_type":23,"children":4479,"markDefs":4484,"style":4308},"3db28bb6ec3c",[4480],{"_key":4481,"_type":27,"marks":4482,"text":4483},"069f51749b72",[29],"What SCA misses",[],{"_key":4486,"_type":23,"children":4487,"markDefs":4492,"style":32},"5be6ca184053",[4488],{"_key":4489,"_type":27,"marks":4490,"text":4491},"84e0f1cc2e0c",[],"Vulnerabilities in the organisation's own proprietary code (SAST's job). Runtime issues in the application (DAST's job). Zero-day vulnerabilities in dependencies (SCA is inherently backward-looking, referring to published CVEs). Configuration-level issues in how the dependency is used (a vulnerable library that is present but unreachable in the application may not be exploitable in practice).",[],{"_key":4494,"_type":23,"children":4495,"markDefs":4500,"style":4308},"52592cf19240",[4496],{"_key":4497,"_type":27,"marks":4498,"text":4499},"f8fdcc2e187c",[29],"Where SCA fits",[],{"_key":4502,"_type":23,"children":4503,"markDefs":4508,"style":32},"14cdac67cbb5",[4504],{"_key":4505,"_type":27,"marks":4506,"text":4507},"0d4e666ef393",[],"Continuous monitoring. SCA is best integrated at multiple points: in the developer IDE (blocking known-vulnerable dependencies at addition), in the CI/CD pipeline (gating the build on high-severity findings), and continuously against the deployed application inventory (surfacing new CVEs as they are disclosed against components already in production). Continuous monitoring matters because CVEs are disclosed daily against components that were secure yesterday.",[],{"_key":4510,"_type":23,"children":4511,"markDefs":4516,"style":4308},"0e75cbddc9c4",[4512],{"_key":4513,"_type":27,"marks":4514,"text":4515},"7beff5221f25",[29],"SCA and the software supply chain",[],{"_key":4518,"_type":23,"children":4519,"markDefs":4524,"style":32},"f2a66342e0fe",[4520],{"_key":4521,"_type":27,"marks":4522,"text":4523},"63d22e1a2929",[],"SCA has become a supply chain security anchor. SBOM (Software Bill of Materials) generation is now expected under executive orders in the US, procurement mandates in the EU, and emerging supply chain security regulations.",[],{"_key":4526,"_type":23,"children":4527,"markDefs":4532,"style":32},"54198f88f6d1",[4528],{"_key":4529,"_type":27,"marks":4530,"text":4531},"9622aae80490",[],"Modern SCA platforms produce SBOMs in SPDX or CycloneDX format alongside vulnerability findings, and now pair them with VEX (Vulnerability Exploitability eXchange) documents in CycloneDX VEX or CSAF format that tell downstream consumers which listed CVEs are actually exploitable in the shipped configuration.",[],{"_key":4534,"_type":23,"children":4535,"markDefs":4540,"style":32},"c92525052ff6",[4536],{"_key":4537,"_type":27,"marks":4538,"text":4539},"7f4d4c40c4a7",[],"VEX is what makes an SBOM actionable rather than a raw inventory. This matters because transitive dependencies (the libraries your libraries depend on) account for 77% of the typical dependency tree per ZeroPath's May 2026 SCA guide, citing Forrester Research, and most of that tree is code your team never explicitly chose. SBOM plus VEX is the mechanism that keeps that blind spot auditable.",[],{"_key":4542,"_type":23,"children":4543,"markDefs":4548,"style":32},"69d6a0b8dd38",[4544],{"_key":4545,"_type":27,"marks":4546,"text":4547},"7b135388cfa8",[],"This overlaps with (but does not fully cover) the broader supply chain security discipline including provenance verification, artefact signing, and dependency confusion attack prevention.",[],{"_key":4550,"_type":23,"children":4551,"markDefs":4556,"style":4277},"c0040408e6ed",[4552],{"_key":4553,"_type":27,"marks":4554,"text":4555},"4752a0b5393b",[29],"SAST vs DAST vs SCA: side-by-side comparison",[],{"_key":4558,"_type":23,"children":4559,"markDefs":4564,"style":32},"43f622f472d7",[4560],{"_key":4561,"_type":27,"marks":4562,"text":4563},"e49a8c91cfb4",[],"The three categories compared across the criteria that matter for a 2026 AppSec tooling decision.",[],{"_key":4566,"_type":4567,"rows":4568},"8e3b3df8d08a","table",[4569,4577,4584,4591,4598,4602,4609,4616,4623,4630,4637],{"_key":4570,"_type":4571,"cells":4572},"1fc4c24b-4899-421c-8927-319025c62d0b","tableRow",[4573,4574,4575,4576],"Criterion","SAST","DAST","SCA",{"_key":4578,"_type":4571,"cells":4579},"1f15a5d7-b58d-4c0b-a81e-adb517c564fc",[4580,4581,4582,4583],"What it tests","Proprietary source code","Running application (external interface)","Third-party dependencies and their versions",{"_key":4585,"_type":4571,"cells":4586},"f64eecd1-47d3-407f-9bf1-ea7cd16ce01a",[4587,4588,4589,4590],"Testing perspective","White-box (inside out)","Black-box (outside in)","Inventory-based (known-CVE lookup)",{"_key":4592,"_type":4571,"cells":4593},"796adaf8-a5f6-4f4d-bf17-8efb94bb5027",[4594,4595,4596,4597],"Requires source code","Yes","No","Yes (for full dependency graph)",{"_key":4599,"_type":4571,"cells":4600},"eae15ade-462d-4426-a712-920029344979",[4601,4596,4595,4596],"Requires running application",{"_key":4603,"_type":4571,"cells":4604},"d6dc543b-60b3-4395-b0a4-5fa29cef1da0",[4605,4606,4607,4608],"Primary SDLC placement","IDE + CI/CD pre-merge","Post-build QA + staging","IDE + CI/CD + continuous production monitoring",{"_key":4610,"_type":4571,"cells":4611},"14289f9c-2338-43f5-bd47-edab0d68903b",[4612,4613,4614,4615],"Typical false-positive rate","Highest of the three","Middle","Middle (many known CVEs may be unreachable in the specific app)",{"_key":4617,"_type":4571,"cells":4618},"9b36cf1b-3ea2-48a8-97ca-1135a3d0135f",[4619,4620,4621,4622],"Catches","Coding vulnerabilities (injection patterns, hardcoded secrets, unsafe APIs)","Runtime vulnerabilities (XSS, auth bypass, misconfig, missing headers)","Known CVEs in dependencies; license risk",{"_key":4624,"_type":4571,"cells":4625},"771ab30b-f2ab-4cfc-b2a9-c5b6f04889ab",[4626,4627,4628,4629],"Misses","Runtime behaviour; dependencies; broken access control; business logic","Code paths not crawled; dependencies; most business logic","Proprietary code; runtime issues; zero-day; unreachable code paths",{"_key":4631,"_type":4571,"cells":4632},"05e7f4a9-3233-4806-acf1-657739b3abe7",[4633,4634,4635,4636],"Primary DevSecOps role","Shift-left developer feedback","Post-deployment behaviour validation","Supply chain risk monitoring",{"_key":4638,"_type":4571,"cells":4639},"bad8a744-d845-4a0b-8de7-8f777606b08c",[4640,4641,4642,4643],"OWASP Top 10 coverage","Injection, sensitive data patterns, insecure design signals","XSS, broken authentication, security misconfiguration, SSRF","Vulnerable and outdated components",{"_key":4645,"_type":23,"children":4646,"markDefs":4651,"style":4277},"2b7467cabbd2",[4647],{"_key":4648,"_type":27,"marks":4649,"text":4650},"e88063c65c02",[29],"Where SAST, DAST, and SCA fit in the DevSecOps SDLC",[],{"_key":4653,"_type":23,"children":4654,"markDefs":4659,"style":32},"20590c3902e4",[4655],{"_key":4656,"_type":27,"marks":4657,"text":4658},"54d8613b3c62",[],"A typical 2026 DevSecOps stack integrates all three across the software development lifecycle, with each category firing at the stage where it produces the most valuable signal.",[],{"_key":4661,"_type":4567,"rows":4662},"d208d5a2bbcd",[4663,4667,4674,4681,4688,4695,4702],{"_key":4664,"_type":4571,"cells":4665},"f5e44eae-9ebd-4487-a4b7-75a7e0de5154",[4666,4574,4575,4576],"SDLC Stage",{"_key":4668,"_type":4571,"cells":4669},"d99e8907-1da7-4aa6-a480-1102904fe3d8",[4670,4671,4672,4673],"Development (IDE)","IDE integration for real-time feedback as code is written","N/A (no running app)","Dependency check on library addition",{"_key":4675,"_type":4571,"cells":4676},"3f90e171-7cb6-435c-9522-7c11d97557fb",[4677,4678,4679,4680],"Commit/PR","SAST scan as merge gate","N/A (no built app)","SCA scan on updated dependencies as merge gate",{"_key":4682,"_type":4571,"cells":4683},"af18cb11-487f-4142-ac29-b9d554e35354",[4684,4685,4686,4687],"Build (CI)","Full SAST run on the codebase; artefact scoring","N/A (no deployed app)","Full SCA run + SBOM generation",{"_key":4689,"_type":4571,"cells":4690},"6f3298e6-3557-4ad5-9cc5-9d68437bcd43",[4691,4692,4693,4694],"Deploy to staging","Optional final SAST pass","DAST scan against fresh staging environment","SCA verification against deployed artefacts",{"_key":4696,"_type":4571,"cells":4697},"04854d6c-46b7-4593-b85e-b13d2e75d0fc",[4698,4699,4700,4701],"Deploy to production","N/A","Optional DAST against production-safe endpoints","Continuous CVE monitoring against inventory",{"_key":4703,"_type":4571,"cells":4704},"ec645188-4e04-4eef-9d32-9ebcca2dcaf9",[4705,4706,4707,4708],"Continuous monitoring","Re-run on codebase change","Scheduled recurring DAST scans","Continuous CVE disclosure monitoring; new-CVE alerting",{"_key":4710,"_type":23,"children":4711,"markDefs":4716,"style":32},"03a84cb41646",[4712],{"_key":4713,"_type":27,"marks":4714,"text":4715},"749614782104",[],"This is the mature stack. Teams starting with limited resources typically prioritise: SCA first (highest signal-to-noise ratio, easy integration, supply-chain regulatory drivers), then SAST integrated in CI/CD, then DAST in the staging cycle. IAST and RASP are sometimes added later for teams with instrumentation appetite (IAST) or runtime defensive posture (RASP).",[],{"_key":4718,"_type":23,"children":4719,"markDefs":4724,"style":4277},"f0f78e6bc14d",[4720],{"_key":4721,"_type":27,"marks":4722,"text":4723},"42e1fb70995f",[29],"OWASP Top 10 coverage: what SAST + DAST + SCA catch and what they miss",[],{"_key":4726,"_type":23,"children":4727,"markDefs":4732,"style":32},"a663a2b5ff89",[4728],{"_key":4729,"_type":27,"marks":4730,"text":4731},"92135d162761",[],"The OWASP Top 10 is the reference risk taxonomy for web application security. Mapping SAST + DAST + SCA against the OWASP Top 10 exposes where the three categories together are strong and where the gap remains.",[],{"_key":4734,"_type":4567,"rows":4735},"b9381e9799d5",[4736,4741,4746,4751,4756,4761,4766,4771,4776,4781,4786],{"_key":4737,"_type":4571,"cells":4738},"39407654-715e-4bf1-98af-8c8734f32c9c",[4739,4740],"OWASP Top 10 (2021)","Primary detection category",{"_key":4742,"_type":4571,"cells":4743},"0edbaffc-3166-423f-be34-aaaa3ef4b91b",[4744,4745],"A01 Broken Access Control","Weak coverage across SAST/DAST/SCA; requires threat modelling and adversarial validation",{"_key":4747,"_type":4571,"cells":4748},"f983c4ab-8a0e-43dc-b5d3-20d28345e706",[4749,4750],"A02 Cryptographic Failures","SAST (weak crypto function calls); DAST (weak transport, missing TLS headers)",{"_key":4752,"_type":4571,"cells":4753},"8c111de4-56c7-4c1b-b5cf-c03152a528b8",[4754,4755],"A03 Injection","SAST (patterns) + DAST (payload testing)",{"_key":4757,"_type":4571,"cells":4758},"6ab6cba2-c0d2-4547-b312-dba3290638e4",[4759,4760],"A04 Insecure Design","None of the three reliably; requires design review and threat modelling",{"_key":4762,"_type":4571,"cells":4763},"a3aafe93-be62-4272-9ea1-6d247b9635fd",[4764,4765],"A05 Security Misconfiguration","DAST (deployment misconfig); SCA (default configs in libraries)",{"_key":4767,"_type":4571,"cells":4768},"3eed183c-1d6a-4e19-9ca1-09f10f4a7944",[4769,4770],"A06 Vulnerable and Outdated Components","SCA (primary)",{"_key":4772,"_type":4571,"cells":4773},"0d3e4a94-07c5-4f6f-938e-91d3ce75f8de",[4774,4775],"A07 Identification and Authentication Failures","DAST (primary); SAST (weak session code)",{"_key":4777,"_type":4571,"cells":4778},"379f6c6e-d4d0-4ee0-86cb-2a2a5b03c6cb",[4779,4780],"A08 Software and Data Integrity Failures","SCA (dependency provenance); some SAST",{"_key":4782,"_type":4571,"cells":4783},"52b59fb3-74bb-4993-8379-89f6eec23cb7",[4784,4785],"A09 Security Logging and Monitoring Failures","SAST partially (logging code patterns); mostly out of AST scope",{"_key":4787,"_type":4571,"cells":4788},"5cdafff6-2243-448b-9875-7645c44b984a",[4789,4790],"A10 Server-Side Request Forgery (SSRF)","DAST (primary); SAST (some patterns)",{"_key":4792,"_type":23,"children":4793,"markDefs":4798,"style":32},"676df6cfa976",[4794],{"_key":4795,"_type":27,"marks":4796,"text":4797},"f0aa66c89ccd",[],"Two rows carry the strategic message. Broken Access Control (A01, the number-one risk) is weakly covered by any AST category because no scanner has an oracle for what a specific user should be allowed to do. Insecure Design (A04) similarly resists automated detection because it is about intent, not implementation. Both require reasoning that is beyond signature matching, taint analysis, or CVE lookup.",[],{"_key":4800,"_type":23,"children":4801,"markDefs":4806,"style":4277},"0e39b6b3db5c",[4802],{"_key":4803,"_type":27,"marks":4804,"text":4805},"00949ff477b4",[29],"What SAST + DAST + SCA together still miss",[],{"_key":4808,"_type":23,"children":4809,"markDefs":4814,"style":32},"8eb3b13c8927",[4810],{"_key":4811,"_type":27,"marks":4812,"text":4813},"4fce7afb51f3",[],"Even with all three categories deployed in a mature DevSecOps stack, four persistent gaps remain.",[],{"_key":4816,"_type":23,"children":4817,"markDefs":4822,"style":4308},"932be3c147b4",[4818],{"_key":4819,"_type":27,"marks":4820,"text":4821},"549baa3d6afb",[29],"Gap 1: Validated exploitability",[],{"_key":4824,"_type":23,"children":4825,"markDefs":4830,"style":32},"57b7c145796f",[4826],{"_key":4827,"_type":27,"marks":4828,"text":4829},"6ecef160cdfc",[],"All three produce findings. None of the three validates whether the finding is actually exploitable in the live environment. A SAST finding of a potential SQL injection pattern may be false-positive because upstream input sanitisation neutralises the risk. A DAST finding of an authentication weakness may be blocked by upstream WAF configuration. An SCA finding of a CVE in a dependency may not apply because the vulnerable code path is not reached by the application. Triage of unvalidated findings consumes AppSec team capacity.",[],{"_key":4832,"_type":23,"children":4833,"markDefs":4838,"style":4308},"761344b0898c",[4834],{"_key":4835,"_type":27,"marks":4836,"text":4837},"9345494145ca",[29],"Gap 2: Multi-step attack chains",[],{"_key":4840,"_type":23,"children":4841,"markDefs":4846,"style":32},"f7e912888741",[4842],{"_key":4843,"_type":27,"marks":4844,"text":4845},"43162404c346",[],"Real attackers chain multiple weaknesses into a working exploit path: reconnaissance to identify the surface, an initial foothold via a low-severity finding, privilege escalation via a second weakness, lateral movement via a third, and impact via a fourth. SAST, DAST, and SCA each report findings in isolation. Chaining findings into attack paths is a manual reasoning task on top of the tooling.",[],{"_key":4848,"_type":23,"children":4849,"markDefs":4854,"style":4308},"be8b19072196",[4850],{"_key":4851,"_type":27,"marks":4852,"text":4853},"90fbae2c7b61",[29],"Gap 3: Broken access control and business logic",[],{"_key":4856,"_type":23,"children":4857,"markDefs":4862,"style":32},"17a47bd6d9bb",[4858],{"_key":4859,"_type":27,"marks":4860,"text":4861},"c278b4d914fb",[],"No scanner reasons about business intent. Whether a specific user should be allowed to access a specific object, whether a workflow step should be reachable in a specific state, whether a role should permit a specific action: these questions have answers embedded in the application's business logic that no AST tool can independently determine. This is why broken access control remains the OWASP Top 10 number-one risk despite the wide deployment of SAST, DAST, and SCA.",[],{"_key":4864,"_type":23,"children":4865,"markDefs":4870,"style":4308},"1ed4a24cf621",[4866],{"_key":4867,"_type":27,"marks":4868,"text":4869},"492686d03b4b",[29],"Gap 4: Continuous cadence between formal cycles",[],{"_key":4872,"_type":23,"children":4873,"markDefs":4878,"style":32},"e097c69dded9",[4874],{"_key":4875,"_type":27,"marks":4876,"text":4877},"3d3a510d094b",[],"SAST runs on code change. DAST typically runs on a schedule. SCA runs continuously against CVE feeds. But the application's exposure surface changes continuously through deployment velocity, third-party integrations, cloud configuration drift, and new attack techniques disclosed daily. The gap between scanner runs is the window in which real exposures can appear and be exploited before the next scheduled scan surfaces them.",[],{"_key":4880,"_type":23,"children":4881,"markDefs":4886,"style":4277},"f7bf62dbee89",[4882],{"_key":4883,"_type":27,"marks":4884,"text":4885},"1a3e340201e3",[29],"Where continuous adversarial validation fits alongside SAST + DAST + SCA",[],{"_key":4888,"_type":23,"children":4889,"markDefs":4894,"style":32},"ee6c50790ab3",[4890],{"_key":4891,"_type":27,"marks":4892,"text":4893},"ff8b1f7da603",[],"Continuous adversarial exposure validation is a distinct category that closes the four gaps SAST + DAST + SCA leave open. It is not a replacement for any of the three; it operates alongside them. Agentic AI pentesting executes real exploitation techniques against the live surface, validates exploitability with reproducible proof of exploit, chains findings into multi-step attack paths, reasons about business logic, and runs continuously between formal test cycles.",[],{"_key":4896,"_type":23,"children":4897,"markDefs":4902,"style":4308},"04a116d0432b",[4898],{"_key":4899,"_type":27,"marks":4900,"text":4901},"24a9ab8405d8",[29],"The category distinction",[],{"_key":4904,"_type":23,"children":4905,"markDefs":4910,"style":32},"e264c6230195",[4906],{"_key":4907,"_type":27,"marks":4908,"text":4909},"297f4bfc43b8",[],"SAST reads code. DAST probes running apps with signatures. SCA looks up known CVEs. Agentic AI pentesting emulates an adversary against the live production surface, executing safe-to-fail exploitation attempts and returning validated proof of exploit for every confirmed exposure. It complements SAST, DAST, and SCA by acting on the findings they produce and validating which ones an attacker could actually use against the specific target today.",[],{"_key":4912,"_type":23,"children":4913,"markDefs":4918,"style":4308},"7ed8a705f262",[4914],{"_key":4915,"_type":27,"marks":4916,"text":4917},"6f915fd0eba6",[29],"How the four categories fit together",[],{"_key":4920,"_type":23,"children":4921,"markDefs":4934,"style":32},"d90e23c04985",[4922,4926,4930],{"_key":4923,"_type":27,"marks":4924,"text":4925},"8bb0f64bdb26",[],"In a mature 2026 DevSecOps programme: SAST catches coding defects in development. SCA catches known-CVE risks in dependencies. DAST catches runtime exposure in staging and production. ",{"_key":4927,"_type":27,"marks":4928,"text":96},"3818c35013d2",[4929],"367a758ddaf2",{"_key":4931,"_type":27,"marks":4932,"text":4933},"827947edd8d2",[],": runs continuous adversarial validation against the live surface, chaining findings from all three scanners into attack paths, validating which specific exposures are exploitable today with reproducible proof of exploit, and detecting regressions when closed findings become exploitable again. ",[4935],{"_key":4929,"_type":4936,"href":4937,"to":4938},"link","https://ethiack.com/hackian",{"_key":4929,"_type":11,"href":4937,"type":11},{"_key":4940,"_type":23,"children":4941,"markDefs":4955,"style":32},"ba8807e68505",[4942,4946,4951],{"_key":4943,"_type":27,"marks":4944,"text":4945},"625880836196",[],"Ethiack-reported metrics: false positive rate below 0.5% and 99.5% precision, driven by a multi-factor risk score combining CVSS + CISA KEV + EPSS + asset importance + organisational blind spots rather than CVSS alone. Ethiack is listed as a Top Trending Product in Gartner Peer Insights Adversarial Exposure Validation. This is the layer that turns 'we have findings from SAST/DAST/SCA' into 'we know which findings an attacker could use against us right now and we have evidence for the auditor.' See the automated penetration testing category overview for how the mechanism works in detail, and ",{"_key":4947,"_type":27,"marks":4948,"text":4950},"5fcba0781310",[4949],"a8f14348e272","adversarial exposure validation",{"_key":4952,"_type":27,"marks":4953,"text":4954},"eeacafb554db",[]," for the platform architecture.",[4956],{"_key":4949,"_type":4936,"href":4957,"to":4958},"https://ethiack.com/platform/adversarial-exposure-validation",{"_key":4949,"_type":11,"href":4957,"type":11},{"_key":4960,"_type":23,"children":4961,"markDefs":4966,"style":4308},"250614f91328",[4962],{"_key":4963,"_type":27,"marks":4964,"text":4965},"2ef5911988c4",[29],"Compliance evidence support",[],{"_key":4968,"_type":23,"children":4969,"markDefs":4983,"style":32},"0616bc9e0446",[4970,4974,4979],{"_key":4971,"_type":27,"marks":4972,"text":4973},"8b54457923ea",[],"SAST and SCA support secure development obligations under PCI DSS Requirement 6 (secure development) and ISO 27001 Annex A.8.25 through A.8.28 (secure development). DAST supports application-layer testing evidence for Req 6.2.4 and A.8.29. Continuous adversarial validation supports Req 11.4 penetration testing evidence between annual engagements, ISO 27001 Annex A.8.8 (management of technical vulnerabilities) with continuous timely identification, and SOC 2 Common Criteria CC6.6, CC7.1, CC7.5, and CC8.1. See ",{"_key":4975,"_type":27,"marks":4976,"text":4978},"4c3ec241b37e",[4977],"7973e05f6f45","compliance reporting",{"_key":4980,"_type":27,"marks":4981,"text":4982},"5302fa667bb3",[]," for how continuous validation evidence maps across frameworks.",[4984],{"_key":4977,"_type":4936,"href":4985,"to":4986},"https://ethiack.com/platform/compliance-reporting",{"_key":4977,"_type":11,"href":4985,"type":11},{"_key":4988,"_type":23,"children":4989,"markDefs":4994,"style":4277},"0d01eda659f4",[4990],{"_key":4991,"_type":27,"marks":4992,"text":4993},"5b0e2f9b1c8c",[29],"Common SAST vs DAST vs SCA misconceptions",[],{"_key":4996,"_type":23,"children":4997,"markDefs":5002,"style":32},"b023c67fc8e8",[4998],{"_key":4999,"_type":27,"marks":5000,"text":5001},"d1d18bce92d1",[],"1. 'DAST replaces SAST.' False. DAST tests the running application from outside; SAST reads the source code. Neither sees what the other sees. Both are needed.",[],{"_key":5004,"_type":23,"children":5005,"markDefs":5010,"style":32},"9c8b764d0678",[5006],{"_key":5007,"_type":27,"marks":5008,"text":5009},"4dd7b97dd074",[],"2. 'SAST is dead because AI can find bugs.' False. Modern SAST platforms use AI to reduce false positives, but the fundamental discipline of code-level static analysis remains as relevant in 2026 as it was ten years ago. AI augments SAST; it does not replace the category.",[],{"_key":5012,"_type":23,"children":5013,"markDefs":5018,"style":32},"988c1c0df9ae",[5014],{"_key":5015,"_type":27,"marks":5016,"text":5017},"f19c7f017899",[],"3. 'SCA is optional if we use SAST and DAST.' False. Vulnerable dependencies are the OWASP Top 10 A06 category and drive a large share of real-world breaches (Log4Shell being the canonical example). SCA is a distinct capability neither SAST nor DAST covers.",[],{"_key":5020,"_type":23,"children":5021,"markDefs":5026,"style":32},"22d97f0ea6ca",[5022],{"_key":5023,"_type":27,"marks":5024,"text":5025},"9b87ea3b3e80",[],"4. 'If we have SAST + DAST + SCA, we do not need penetration testing.' False. All three produce unvalidated findings. Penetration testing (manual and automated) validates exploitability, chains findings into attack paths, and reasons about business logic. This is what auditors, QSAs, and service auditors expect to see alongside the AST tooling.",[],{"_key":5028,"_type":23,"children":5029,"markDefs":5034,"style":32},"8b0c41481d0b",[5030],{"_key":5031,"_type":27,"marks":5032,"text":5033},"bb50816f283a",[],"5. 'DAST finds business logic flaws.' Mostly false. DAST is signature-based and pattern-based; it does not reason about intended behaviour. Some multi-role DAST diffing can catch IDOR and BOLA patterns, but business logic more broadly requires adversarial validation with agentic reasoning.",[],{"_key":5036,"_type":23,"children":5037,"markDefs":5042,"style":32},"7445e035da56",[5038],{"_key":5039,"_type":27,"marks":5040,"text":5041},"d8f20eba2bab",[],"6. 'SAST always produces the most false positives, so we can ignore its findings.' Partially true, dangerous. SAST does produce the highest false-positive rate. It also produces genuine findings that would not be caught elsewhere. The right response is disciplined triage with AI-assisted noise reduction, not ignoring the category.",[],{"_key":5044,"_type":23,"children":5045,"markDefs":5050,"style":4277},"3dbbd6c7aade",[5046],{"_key":5047,"_type":27,"marks":5048,"text":5049},"632fed30be5b",[29],"Frequently asked questions about SAST, DAST and SCA",[],{"_key":5052,"_type":23,"children":5053,"markDefs":5058,"style":4308},"d2181fb0faae",[5054],{"_key":5055,"_type":27,"marks":5056,"text":5057},"37ee3b643b8f",[29],"What is SAST and DAST and SCA?",[],{"_key":5060,"_type":23,"children":5061,"markDefs":5066,"style":32},"02dc017fe623",[5062],{"_key":5063,"_type":27,"marks":5064,"text":5065},"7bb330faf126",[],"SAST (Static Application Security Testing) analyses source code without executing it to identify coding vulnerabilities like injection patterns, hardcoded credentials, and unsafe API usage. DAST (Dynamic Application Security Testing) tests a running application from the outside by sending crafted requests to identify runtime vulnerabilities like XSS, authentication bypass, and misconfiguration. SCA (Software Composition Analysis) identifies known vulnerabilities (CVEs) and license risks in third-party dependencies. Together, the three cover the main application security testing categories in a typical DevSecOps stack.",[],{"_key":5068,"_type":23,"children":5069,"markDefs":5074,"style":4308},"f89da97142c2",[5070],{"_key":5071,"_type":27,"marks":5072,"text":5073},"e27207fa3396",[29],"What is the difference between DAST and SAST?",[],{"_key":5076,"_type":23,"children":5077,"markDefs":5082,"style":32},"5d1b086dd44e",[5078],{"_key":5079,"_type":27,"marks":5080,"text":5081},"ee1ae321a7bf",[],"SAST reads the source code without executing it (white-box testing from inside), running in the IDE or CI/CD pipeline. DAST tests the running application from outside (black-box testing), running against staging or production. SAST catches coding-level defects early in development; DAST catches runtime and deployment issues. SAST has the higher false-positive rate. DAST requires a deployed application. Both are needed because they see different classes of vulnerability.",[],{"_key":5084,"_type":23,"children":5085,"markDefs":5090,"style":4308},"9ef25bcbac4b",[5086],{"_key":5087,"_type":27,"marks":5088,"text":5089},"556a53252c85",[29],"How does SAST compare to DAST?",[],{"_key":5092,"_type":23,"children":5093,"markDefs":5098,"style":32},"84e25471837d",[5094],{"_key":5095,"_type":27,"marks":5096,"text":5097},"75867d3db2ec",[],"SAST is code-level static analysis; DAST is runtime behavioural testing. SAST runs early in the SDLC (developer IDE, CI/CD); DAST runs later (post-build, staging). SAST catches injection patterns, hardcoded credentials, unsafe APIs; DAST catches XSS, authentication bypass, missing security headers. SAST does not see runtime behaviour or deployment configuration; DAST does not see code-level defects that never trigger a visible response. Mature DevSecOps programmes run both.",[],{"_key":5100,"_type":23,"children":5101,"markDefs":5106,"style":4308},"2f89b6ea7093",[5102],{"_key":5103,"_type":27,"marks":5104,"text":5105},"fe0268dcaa12",[29],"Is DAST better than SAST?",[],{"_key":5108,"_type":23,"children":5109,"markDefs":5114,"style":32},"d46255ddd554",[5110],{"_key":5111,"_type":27,"marks":5112,"text":5113},"ea47f4c2357b",[],"Neither is better; they see different classes of vulnerability. DAST is typically preferred when the running application is the primary risk surface (SaaS platforms, API-first services) and when source code access is limited. SAST is typically preferred when secure coding practice is the primary discipline (bank software, safety-critical systems) and when shift-left developer feedback matters most. In practice, mature AppSec programmes deploy both because each catches vulnerabilities the other misses. Adding SCA covers the third-party dependency category neither addresses.",[],{"_key":5116,"_type":23,"children":5117,"markDefs":5122,"style":4308},"09cace4a5099",[5118],{"_key":5119,"_type":27,"marks":5120,"text":5121},"9249b29d1e2f",[29],"Which comes first in DevSecOps: SAST, DAST, or SCA?",[],{"_key":5124,"_type":23,"children":5125,"markDefs":5130,"style":32},"4f156ee51c55",[5126],{"_key":5127,"_type":27,"marks":5128,"text":5129},"763c1ace82d9",[],"Sequence in the SDLC: SAST runs first (during development in the IDE, and on commit/PR in CI). SCA runs alongside SAST at commit/PR and again in the build stage. DAST runs later, after the application is deployed to staging. In terms of what to deploy first when starting a DevSecOps programme with limited resources: SCA is the highest signal-to-noise starting point (easy to integrate, supply-chain regulatory drivers, high-value CVE-based findings). Then SAST in the CI/CD pipeline. Then DAST in the staging cycle.",[],{"_key":5132,"_type":23,"children":5133,"markDefs":5138,"style":4308},"31f3844fbc83",[5134],{"_key":5135,"_type":27,"marks":5136,"text":5137},"a73802c929de",[29],"Does SAST + DAST + SCA replace penetration testing?",[],{"_key":5140,"_type":23,"children":5141,"markDefs":5146,"style":32},"97447ea4d733",[5142],{"_key":5143,"_type":27,"marks":5144,"text":5145},"84854a997e48",[],"No. SAST, DAST, and SCA produce unvalidated findings that require triage. Penetration testing (both manual and automated) validates exploitability with proof of exploit, chains findings across categories into multi-step attack paths, and reasons about business logic in ways the three AST categories do not. Auditors, PCI QSAs, ISO 27001 Lead Auditors, and SOC 2 service auditors expect to see penetration testing evidence in addition to AST tooling. In 2026, mature programmes combine SAST + DAST + SCA with continuous adversarial validation and periodic manual penetration testing.",[],{"_key":5148,"_type":23,"children":5149,"markDefs":5154,"style":4308},"52348a9274c9",[5150],{"_key":5151,"_type":27,"marks":5152,"text":5153},"5734745f2253",[29],"What is IAST and how does it relate to SAST and DAST?",[],{"_key":5156,"_type":23,"children":5157,"markDefs":5162,"style":32},"d59dd77354b0",[5158],{"_key":5159,"_type":27,"marks":5160,"text":5161},"cd497951d901",[],"IAST (Interactive Application Security Testing) is a hybrid of SAST and DAST that uses agent-based instrumentation inside the running application to observe both code paths and runtime behaviour. IAST typically produces the lowest false-positive rate of the three because it sees both what the code intends and what happens at runtime. Its constraint is agent deployment: IAST requires instrumentation inside the application, which some teams cannot deploy in production for performance or operational reasons. IAST is a complement to SAST and DAST rather than a replacement, and it does not cover SCA's dependency category.",[],{"_key":5164,"_type":23,"children":5165,"markDefs":5170,"style":4308},"15915e4e606f",[5166],{"_key":5167,"_type":27,"marks":5168,"text":5169},"f56214c204b7",[29],"How does OWASP recommend combining SAST, DAST, and SCA?",[],{"_key":5172,"_type":23,"children":5173,"markDefs":5178,"style":32},"69e1d63d5b41",[5174],{"_key":5175,"_type":27,"marks":5176,"text":5177},"276f33f6a634",[],"The OWASP DevSecOps Guideline recommends integrating SAST for code-level analysis in the development phase, SCA for dependency vulnerability tracking across the SDLC, and DAST for runtime testing in the QA phase, with IAST as an optional interactive layer. OWASP's broader guidance emphasises continuous security testing rather than point-in-time scanning: security findings should feed back into development on the cadence of code change, not on annual audit cycles. The OWASP Top 10 is the reference taxonomy for what each category should aim to catch.",[],{"_key":5180,"_type":23,"children":5181,"markDefs":5186,"style":4308},"dc5f7cb22b68",[5182],{"_key":5183,"_type":27,"marks":5184,"text":5185},"c44e19615e1a",[29],"What is the best combination of application security testing tools?",[],{"_key":5188,"_type":23,"children":5189,"markDefs":5194,"style":32},"13c066627090",[5190],{"_key":5191,"_type":27,"marks":5192,"text":5193},"b9eb0ecaae83",[],"The mature 2026 combination for most organisations: SAST integrated in the IDE and CI/CD pipeline; SCA integrated at multiple points including continuous production monitoring; DAST scheduled against staging and production-safe production endpoints; continuous adversarial validation (agentic AI pentesting) running 24/7 against the live surface; and periodic manual penetration testing for depth on customer-mandated engagements. IAST and RASP are optional additions for teams with instrumentation appetite or runtime defensive posture requirements. The specific tool selection depends on technology stack, compliance obligations, and team maturity.",[],{"_key":5196,"_type":23,"children":5197,"markDefs":5202,"style":4308},"1901a01ec4e9",[5198],{"_key":5199,"_type":27,"marks":5200,"text":5201},"3a135e1829cc",[29],"What is the difference between automated penetration testing and DAST?",[],{"_key":5204,"_type":23,"children":5205,"markDefs":5219,"style":32},"859a8f0e55f4",[5206,5210,5215],{"_key":5207,"_type":27,"marks":5208,"text":5209},"53096cdad0f5",[],"DAST is signature-based and pattern-based: it sends crafted requests and analyses responses against known vulnerability signatures. Automated penetration testing (agentic AI pentesting) executes real exploitation techniques, chains multi-step attack paths, reasons about business logic, and returns reproducible proof of exploit for every validated exposure. DAST catches XSS, misconfiguration, and injection patterns at the HTTP layer. Automated pentesting validates whether those findings are actually exploitable, chains them into attack paths, and reaches business logic flaws DAST cannot. See ",{"_key":5211,"_type":27,"marks":5212,"text":5214},"8605f647f91a",[5213],"a6058a8c8112","automated penetration testing",{"_key":5216,"_type":27,"marks":5217,"text":5218},"5a2f64dcc6a9",[]," for the detailed 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