{"id":10641,"date":"2026-03-29T17:36:07","date_gmt":"2026-03-29T17:36:07","guid":{"rendered":"https:\/\/www.wizbrand.com\/tutorials\/supply-path-optimization\/"},"modified":"2026-03-29T17:36:07","modified_gmt":"2026-03-29T17:36:07","slug":"supply-path-optimization","status":"publish","type":"post","link":"https:\/\/www.wizbrand.com\/tutorials\/supply-path-optimization\/","title":{"rendered":"Supply Path Optimization: What It Is, Key Features, Benefits, Use Cases, and How It Fits in Programmatic Advertising"},"content":{"rendered":"\n

Supply Path Optimization (often shortened to SPO<\/strong>) is a discipline in Paid Marketing<\/strong> that focuses on improving how<\/em> your programmatic ad spend reaches real publishers and real audiences. In Programmatic Advertising<\/strong>, the same ad impression can be available through multiple routes\u2014direct publisher connections, supply-side platforms, exchanges, and resellers\u2014each adding cost, latency, and risk.<\/p>\n\n\n\n

Supply Path Optimization<\/strong> matters because the supply path affects nearly everything you care about in modern Paid Marketing<\/strong>: auction dynamics, fees, win rate, ad quality, fraud exposure, reporting accuracy, and ultimately ROI. When you understand SPO, you stop treating programmatic inventory as a black box and start managing it as an optimization problem with measurable business impact.<\/p>\n\n\n\n

\n\n\n\n

1) What Is Supply Path Optimization?<\/h2>\n\n\n\n

Supply Path Optimization<\/strong> is the process of evaluating and improving the routes through which programmatic ad inventory is sold to advertisers, with the goal of buying that inventory through the most efficient, transparent, and high-quality supply path.<\/p>\n\n\n\n

At its core, SPO is about answering a few practical questions:<\/p>\n\n\n\n

    \n
  • Which supply sources consistently deliver quality outcomes for the lowest effective cost?<\/li>\n
  • Where are we paying unnecessary intermediaries or duplicate auctions?<\/li>\n
  • Which paths provide the best transparency, controls, and brand safety?<\/li>\n<\/ul>\n\n\n\n

    In business terms, Supply Path Optimization<\/strong> helps a Paid Marketing<\/strong> team reduce \u201csupply waste\u201d (hidden fees, redundant bid requests, and low-quality inventory) while improving the probability of winning the right impressions at the right price. In Programmatic Advertising<\/strong>, it sits between strategy (what audiences and placements you want) and execution (how bids flow through exchanges and SSPs to reach those impressions).<\/p>\n\n\n\n

    \n\n\n\n

    2) Why Supply Path Optimization Matters in Paid Marketing<\/h2>\n\n\n\n

    In many organizations, Paid Marketing<\/strong> performance improvements are pursued mostly through creative, audience targeting, and bidding tactics. Those are important\u2014but they can be undermined by an inefficient supply chain. Supply Path Optimization<\/strong> matters because it directly influences unit economics and measurement reliability.<\/p>\n\n\n\n

    Key reasons SPO is strategically important:<\/p>\n\n\n\n

      \n
    • Budget efficiency:<\/strong> Reducing intermediary hops can lower effective media cost and limit fee stacking.<\/li>\n
    • Better auction outcomes:<\/strong> Cleaner paths often mean fewer duplicated bid requests and more stable pricing signals.<\/li>\n
    • Higher-quality reach:<\/strong> Supply curation can reduce exposure to low-quality sites, MFA-style inventory patterns, and invalid traffic.<\/li>\n
    • Operational leverage:<\/strong> A well-managed supply path simplifies reporting, troubleshooting, and governance across campaigns.<\/li>\n
    • Competitive advantage:<\/strong> In crowded auctions, advertisers who optimize supply relationships can gain more predictable delivery and better quality signals.<\/li>\n<\/ul>\n\n\n\n

      In Programmatic Advertising<\/strong>, the supply path is not just infrastructure\u2014it\u2019s a performance variable. Strong Supply Path Optimization<\/strong> makes your broader Paid Marketing<\/strong> strategy more controllable and more scalable.<\/p>\n\n\n\n

      \n\n\n\n

      3) How Supply Path Optimization Works<\/h2>\n\n\n\n

      Supply Path Optimization<\/strong> is both analytical and operational. While implementations vary, a practical workflow usually follows four stages:<\/p>\n\n\n\n

      1) Input \/ Trigger: Identify where supply decisions happen<\/h3>\n\n\n\n

      Common triggers include rising CPMs, inconsistent performance, brand safety incidents, low viewability, or unexplained gaps between bid activity and outcomes. Teams also initiate SPO when scaling Programmatic Advertising<\/strong> budgets or expanding to new markets.<\/p>\n\n\n\n

      2) Analysis: Map the supply paths and measure efficiency<\/h3>\n\n\n\n

      This stage uses log-level auction data (where available), platform reporting, and supply transparency artifacts. The goal is to understand which<\/em> SSPs, exchanges, resellers, and deal types are involved\u2014and what each path costs in terms of fees, win rate, and quality.<\/p>\n\n\n\n

      3) Execution: Enforce supply controls and preferences<\/h3>\n\n\n\n

      Execution can include excluding redundant or low-performing exchanges, prioritizing direct publisher paths, adjusting deal strategies, and enabling or tightening supply allowlists\/blocklists. This is where Supply Path Optimization<\/strong> becomes real in day-to-day Paid Marketing<\/strong> operations.<\/p>\n\n\n\n

      4) Output \/ Outcome: Monitor and iterate<\/h3>\n\n\n\n

      Effective SPO produces measurable changes: improved CPM-to-outcome efficiency, fewer suspicious placements, higher match rates, and clearer reporting. Since Programmatic Advertising<\/strong> markets change continuously, SPO is iterative\u2014not a one-time cleanup.<\/p>\n\n\n\n

      \n\n\n\n

      4) Key Components of Supply Path Optimization<\/h2>\n\n\n\n

      Strong Supply Path Optimization<\/strong> programs combine people, process, and data. The most important components typically include:<\/p>\n\n\n\n

      Supply transparency signals<\/h3>\n\n\n\n
        \n
      • ads.txt \/ app-ads.txt<\/strong> alignment (authorized sellers at the domain\/app level)<\/li>\n
      • sellers.json<\/strong> and related seller identity data<\/li>\n
      • SupplyChain object (schain)<\/strong> information when available to understand intermediaries\nThese signals help determine whether you\u2019re buying through an authorized, accountable route.<\/li>\n<\/ul>\n\n\n\n

        Supply performance data<\/h3>\n\n\n\n
          \n
        • Win rate, bid rate, and timeout rate by supply source<\/li>\n
        • Effective CPM versus outcomes (CPA\/ROAS, conversions, incrementality proxies)<\/li>\n
        • Frequency, reach, and duplication indicators\nFor Paid Marketing<\/strong>, the point is to connect supply decisions to business results\u2014not just media KPIs.<\/li>\n<\/ul>\n\n\n\n

          Brand safety and quality controls<\/h3>\n\n\n\n
            \n
          • Site\/app quality checks<\/li>\n
          • Viewability and attention proxies (where applicable)<\/li>\n
          • Invalid traffic and fraud detection outputs\nSupply selection is a quality strategy as much as a cost strategy.<\/li>\n<\/ul>\n\n\n\n

            Governance and ownership<\/h3>\n\n\n\n

            Clear responsibility matters. Supply Path Optimization<\/strong> often involves:\n– Media buyers (activation choices)\n– Analysts (measurement and diagnostics)\n– Ad operations (setup, taxonomy, QA)\n– Privacy\/compliance stakeholders (data controls)\nWithout governance, SPO becomes a series of one-off exclusions rather than a durable operating model in Programmatic Advertising<\/strong>.<\/p>\n\n\n\n

            \n\n\n\n

            5) Types (and Common Approaches) to Supply Path Optimization<\/h2>\n\n\n\n

            There aren\u2019t universally \u201cofficial\u201d types of Supply Path Optimization<\/strong>, but in practice SPO is executed through a few common approaches:<\/p>\n\n\n\n

            Exchange\/SSP consolidation<\/h3>\n\n\n\n

            Reducing the number of supply sources to those that consistently deliver quality and transparency. This approach is common when Paid Marketing<\/strong> teams see high duplication across exchanges.<\/p>\n\n\n\n

            Direct path prioritization<\/h3>\n\n\n\n

            Favoring paths that are closer to the publisher (fewer intermediaries), often improving transparency and reducing fee stacking. This can include preferred deals or curated marketplace buying in Programmatic Advertising<\/strong>.<\/p>\n\n\n\n

            Inventory curation and allowlisting<\/h3>\n\n\n\n

            Building curated allowlists (sites\/apps, sellers, SSPs, deal IDs) based on performance and quality. This is especially useful for regulated categories or brand-sensitive advertisers.<\/p>\n\n\n\n

            Deal strategy optimization<\/h3>\n\n\n\n

            Balancing open auction, private marketplaces, preferred deals, and programmatic guaranteed arrangements based on goals like reach, quality assurance, or predictable delivery.<\/p>\n\n\n\n

            \n\n\n\n

            6) Real-World Examples of Supply Path Optimization<\/h2>\n\n\n\n

            Example 1: Reducing duplicated auctions in open exchange buying<\/h3>\n\n\n\n

            A retailer running broad prospecting notices high bid volume but inconsistent conversions. Analysis shows the same domains appearing via multiple reseller paths across several exchanges. The team applies Supply Path Optimization<\/strong> by consolidating to fewer supply sources, removing redundant resellers, and prioritizing authorized seller paths. In Paid Marketing<\/strong> terms, the result is a cleaner reach curve and improved CPA stability.<\/p>\n\n\n\n

            Example 2: Improving CTV supply transparency for brand safety<\/h3>\n\n\n\n

            A brand investing in CTV through Programmatic Advertising<\/strong> sees limited transparency in app-level reporting and mixed completion rates. With Supply Path Optimization<\/strong>, the team shifts budget toward supply with stronger app authorization signals, clearer seller identity, and more consistent reporting. They also increase deal-based buying for vetted publishers to reduce long-tail risk.<\/p>\n\n\n\n

            Example 3: Fixing performance drops caused by timeouts and latency<\/h3>\n\n\n\n

            An agency sees win rates fall during peak hours. Investigation points to high timeout rates from certain supply paths, causing missed auctions and unstable pacing. By applying Supply Path Optimization<\/strong>\u2014removing slow paths and tuning supply priorities\u2014the campaigns regain delivery consistency and reduce wasted bid requests.<\/p>\n\n\n\n

            \n\n\n\n

            7) Benefits of Using Supply Path Optimization<\/h2>\n\n\n\n

            When done well, Supply Path Optimization<\/strong> improves both efficiency and confidence in programmatic results:<\/p>\n\n\n\n

              \n
            • Lower effective media cost:<\/strong> Fewer intermediary fees and less auction duplication can improve working media efficiency.<\/li>\n
            • Better performance consistency:<\/strong> Cleaner supply paths often mean more stable delivery and fewer unexplained swings in CPM and conversion rates.<\/li>\n
            • Higher inventory quality:<\/strong> Reduced exposure to low-quality placements, suspicious traffic, and misrepresented inventory.<\/li>\n
            • Improved measurement clarity:<\/strong> More trustworthy reporting and fewer discrepancies across platforms\u2014a major advantage in Paid Marketing<\/strong> decision-making.<\/li>\n
            • Stronger publisher relationships:<\/strong> Prioritizing direct, authorized paths can support healthier supply economics in Programmatic Advertising<\/strong>.<\/li>\n<\/ul>\n\n\n\n
              \n\n\n\n

              8) Challenges of Supply Path Optimization<\/h2>\n\n\n\n

              Supply Path Optimization<\/strong> is valuable, but not effortless. Common challenges include:<\/p>\n\n\n\n

              Data limitations and comparability<\/h3>\n\n\n\n

              Not every platform provides the same level of log-level detail or consistent supply identifiers. Comparing supply sources can become an apples-to-oranges problem, especially across channels like display, mobile in-app, and CTV.<\/p>\n\n\n\n

              Trade-offs between scale and control<\/h3>\n\n\n\n

              Aggressive consolidation can reduce reach or increase CPMs in the short term. The goal of SPO in Paid Marketing<\/strong> is not \u201ccheapest supply,\u201d but best-value supply<\/em> for your objective.<\/p>\n\n\n\n

              Supply chain complexity<\/h3>\n\n\n\n

              Resellers, auctions, and identity signals vary across environments. In Programmatic Advertising<\/strong>, you may encounter legitimate reasons for intermediaries (e.g., certain publisher monetization structures), so SPO requires judgment\u2014not just blanket exclusions.<\/p>\n\n\n\n

              Organizational friction<\/h3>\n\n\n\n

              SPO touches buying, analytics, ad operations, and sometimes legal\/compliance. Without shared definitions and a change-control process, Supply Path Optimization<\/strong> efforts can stall or create inconsistent activation.<\/p>\n\n\n\n

              \n\n\n\n

              9) Best Practices for Supply Path Optimization<\/h2>\n\n\n\n

              To make Supply Path Optimization<\/strong> durable and measurable, focus on repeatable practices:<\/p>\n\n\n\n

                \n
              1. \n

                Start with clear objectives<\/strong>\n Decide what \u201cbetter\u201d means: lower CPA, higher viewability, fewer suspicious placements, improved reach quality, or improved reporting accuracy.<\/p>\n<\/li>\n

              2. \n

                Create a supply taxonomy and documentation<\/strong>\n Maintain a living map of SSPs, exchanges, deal types, and known reseller relationships. This reduces guesswork during troubleshooting in Paid Marketing<\/strong>.<\/p>\n<\/li>\n

              3. \n

                Use allowlists where risk is high<\/strong>\n For brand safety-sensitive campaigns, curated supply lists are often more effective than reactive blocklists.<\/p>\n<\/li>\n

              4. \n

                Measure supply by outcomes, not just CPM<\/strong>\n Evaluate supply sources using business KPIs (CPA\/ROAS, qualified visits, leads) alongside media KPIs. Supply Path Optimization<\/strong> should improve unit economics, not just reduce CPM.<\/p>\n<\/li>\n

              5. \n

                Watch for duplication and frequency inefficiency<\/strong>\n Duplicate supply paths can inflate frequency without incremental reach\u2014especially in Programmatic Advertising<\/strong> across multiple exchanges.<\/p>\n<\/li>\n

              6. \n

                Iterate with controlled tests<\/strong>\n Change one major variable at a time (e.g., remove one exchange, prioritize one deal type) and measure lift. This makes SPO defensible to stakeholders.<\/p>\n<\/li>\n

              7. \n

                Build governance into your buying workflow<\/strong>\n Define who can add new supply, what review is required, and how performance is evaluated. Mature Paid Marketing<\/strong> teams treat supply decisions like product decisions: documented, tested, and monitored.<\/p>\n<\/li>\n<\/ol>\n\n\n\n

                \n\n\n\n

                10) Tools Used for Supply Path Optimization<\/h2>\n\n\n\n

                Supply Path Optimization<\/strong> is typically enabled by a stack of complementary tool categories:<\/p>\n\n\n\n

                  \n
                • Demand-side platforms (DSPs):<\/strong> Where bidding, supply targeting, and deal activation occur in Programmatic Advertising<\/strong>.<\/li>\n
                • Ad verification and brand safety tools:<\/strong> For invalid traffic detection, viewability measurement, and contextual risk signals.<\/li>\n
                • Analytics platforms and BI dashboards:<\/strong> To unify cost, delivery, and outcome metrics across supply sources and campaigns.<\/li>\n
                • Tag management and measurement tooling:<\/strong> To validate conversion signals and reduce attribution noise that can mislead SPO decisions.<\/li>\n
                • Data warehouses \/ log pipelines (when available):<\/strong> For deeper analysis of bid requests, wins, and supply path patterns.<\/li>\n
                • CRM and lifecycle analytics:<\/strong> Helpful when Paid Marketing<\/strong> success is defined by lead quality or downstream revenue, not just conversions.<\/li>\n<\/ul>\n\n\n\n

                  The best toolset is the one that allows you to connect supply decisions to business outcomes with minimal reporting ambiguity.<\/p>\n\n\n\n

                  \n\n\n\n

                  11) Metrics Related to Supply Path Optimization<\/h2>\n\n\n\n

                  A strong Supply Path Optimization<\/strong> measurement framework blends efficiency, quality, and business impact:<\/p>\n\n\n\n

                  Efficiency and auction health<\/h3>\n\n\n\n
                    \n
                  • Win rate<\/strong> (wins \/ bids)<\/li>\n
                  • Bid rate<\/strong> and bid request volume<\/strong> (signals of duplication and waste)<\/li>\n
                  • Timeout rate \/ latency indicators<\/strong> (where available)<\/li>\n
                  • Effective CPM<\/strong> and fee-adjusted CPM<\/strong> (when fee transparency exists)<\/li>\n<\/ul>\n\n\n\n

                    Performance and ROI<\/h3>\n\n\n\n
                      \n
                    • CPA \/ CPL<\/strong>, ROAS<\/strong>, or revenue per visit\/lead (depending on funnel)<\/li>\n
                    • Conversion rate<\/strong> by supply source<\/li>\n
                    • Incremental reach<\/strong> and frequency distribution<\/strong> (to detect overserving from redundant paths)<\/li>\n<\/ul>\n\n\n\n

                      Quality and risk<\/h3>\n\n\n\n
                        \n
                      • Viewability rate<\/strong><\/li>\n
                      • Invalid traffic (IVT) rate<\/strong><\/li>\n
                      • Brand safety incident rate<\/strong> or risk-tier distribution\nThese are often the difference between \u201ccheap impressions\u201d and effective Paid Marketing<\/strong>.<\/li>\n<\/ul>\n\n\n\n
                        \n\n\n\n

                        12) Future Trends of Supply Path Optimization<\/h2>\n\n\n\n

                        Supply Path Optimization<\/strong> is evolving as the Programmatic Advertising<\/strong> ecosystem responds to automation, privacy shifts, and quality concerns:<\/p>\n\n\n\n

                          \n
                        • More automated SPO inside buying platforms:<\/strong> Expect smarter, model-driven recommendations that optimize supply based on outcomes, not just auction metrics.<\/li>\n
                        • Greater emphasis on quality signals:<\/strong> Attention proxies, quality scoring, and supply reputation modeling will increasingly shape Paid Marketing<\/strong> allocation.<\/li>\n
                        • Privacy-driven measurement constraints:<\/strong> As identifiers and tracking change, SPO may rely more on aggregated signals and contextual quality indicators.<\/li>\n
                        • Curated marketplaces and \u201ccleaner\u201d supply packages:<\/strong> More buyers will use curated supply paths to balance scale and control, especially in CTV and mobile in-app.<\/li>\n
                        • Stronger supply chain accountability:<\/strong> Industry pressure for clearer seller identity and authorized supply paths will keep pushing Supply Path Optimization<\/strong> toward transparency-first buying.<\/li>\n<\/ul>\n\n\n\n
                          \n\n\n\n

                          13) Supply Path Optimization vs Related Terms<\/h2>\n\n\n\n

                          Supply Path Optimization vs Demand Path Optimization (DPO)<\/h3>\n\n\n\n

                          Supply Path Optimization<\/strong> focuses on how inventory reaches the buyer<\/em> (publisher \u2192 SSP\/exchange \u2192 DSP). Demand Path Optimization generally refers to optimizing the buyer-side route and decisioning\u2014how bids are evaluated, throttled, or routed. In practice, SPO is more supply-chain and transparency oriented, while DPO is more bid-decision and infrastructure oriented.<\/p>\n\n\n\n

                          Supply Path Optimization vs Inventory Curation<\/h3>\n\n\n\n

                          Inventory curation is a method that can be part of Supply Path Optimization<\/strong>\u2014bundling or filtering inventory based on quality criteria. SPO is broader: it includes curation, but also addresses duplication, reseller paths, fee efficiency, and operational governance in Programmatic Advertising<\/strong>.<\/p>\n\n\n\n

                          Supply Path Optimization vs Brand Safety<\/h3>\n\n\n\n

                          Brand safety is about avoiding unsafe or unsuitable environments. Supply Path Optimization<\/strong> includes brand safety considerations, but it also targets cost efficiency, transparency, and auction performance. You can run brand-safe campaigns that still have inefficient supply paths\u2014SPO is what helps fix that in Paid Marketing<\/strong>.<\/p>\n\n\n\n

                          \n\n\n\n

                          14) Who Should Learn Supply Path Optimization<\/h2>\n\n\n\n

                          Supply Path Optimization<\/strong> is valuable across roles because it connects technical delivery mechanics to marketing outcomes:<\/p>\n\n\n\n

                            \n
                          • Marketers and growth teams:<\/strong> To improve efficiency and reduce wasted Paid Marketing<\/strong> spend.<\/li>\n
                          • Analysts:<\/strong> To diagnose performance variance, validate supply quality, and build repeatable optimization models.<\/li>\n
                          • Agencies:<\/strong> To create accountable programmatic buying frameworks and differentiated client value in Programmatic Advertising<\/strong>.<\/li>\n
                          • Business owners and founders:<\/strong> To understand where programmatic budgets leak and how to demand transparency from partners.<\/li>\n
                          • Developers and data engineers:<\/strong> To support log-level pipelines, data QA, and measurement systems that make SPO actionable.<\/li>\n<\/ul>\n\n\n\n
                            \n\n\n\n

                            15) Summary of Supply Path Optimization<\/h2>\n\n\n\n

                            Supply Path Optimization (SPO)<\/strong> is the practice of improving the routes through which programmatic inventory is purchased so that Paid Marketing<\/strong> budgets reach higher-quality supply with better transparency and less waste. In Programmatic Advertising<\/strong>, SPO helps reduce duplicated auctions, manage intermediaries, and prioritize authorized seller paths. The result is typically better efficiency, clearer reporting, and more reliable outcomes\u2014especially when SPO is treated as an ongoing operating discipline rather than a one-time cleanup.<\/p>\n\n\n\n

                            \n\n\n\n

                            16) Frequently Asked Questions (FAQ)<\/h2>\n\n\n\n

                            1) What is Supply Path Optimization in simple terms?<\/h3>\n\n\n\n

                            Supply Path Optimization<\/strong> is choosing the most efficient and trustworthy path to buy a given ad impression in Programmatic Advertising<\/strong>, reducing unnecessary middlemen while improving quality and performance.<\/p>\n\n\n\n

                            2) Does SPO always lower CPMs?<\/h3>\n\n\n\n

                            Not always. Supply Path Optimization<\/strong> can sometimes increase CPMs if you move to higher-quality or more direct supply, but it often improves effective<\/em> costs (CPA\/ROAS) by reducing waste and improving outcomes in Paid Marketing<\/strong>.<\/p>\n\n\n\n

                            3) How do I know if my programmatic supply is duplicated?<\/h3>\n\n\n\n

                            Look for the same domains\/apps appearing through multiple sellers, repeated bid requests for similar inventory, and frequency inflation without incremental reach. Log-level analysis and supply transparency signals can help validate duplication.<\/p>\n\n\n\n

                            4) What\u2019s the biggest risk of aggressive Supply Path Optimization?<\/h3>\n\n\n\n

                            Over-consolidation can reduce reach, harm pacing, or unintentionally remove legitimate supply. SPO works best when changes are tested and measured against business KPIs, not only media metrics.<\/p>\n\n\n\n

                            5) How is Supply Path Optimization different in CTV vs display?<\/h3>\n\n\n\n

                            In CTV, transparency and app-level clarity can be harder, and deal-based buying is often more common. In display, duplication and long-tail site quality are typical SPO concerns. The core goal is the same: better paths for Paid Marketing<\/strong> performance.<\/p>\n\n\n\n

                            6) What role does Programmatic Advertising transparency play in SPO?<\/h3>\n\n\n\n

                            Transparency is foundational. Programmatic Advertising<\/strong> supply signals (authorized sellers, seller identity, intermediary chains) help determine whether you\u2019re buying what you think you\u2019re buying\u2014and through the best path.<\/p>\n\n\n\n

                            7) How often should SPO be reviewed?<\/h3>\n\n\n\n

                            At minimum, quarterly for stable programs and monthly for high-spend or high-risk campaigns. Major changes in performance, tracking, or inventory quality should trigger an immediate Supply Path Optimization<\/strong> review.<\/p>\n","protected":false},"excerpt":{"rendered":"

                            Supply Path Optimization (often shortened to **SPO**) is a discipline in **Paid Marketing** that focuses on improving *how* your programmatic ad spend reaches real publishers and real audiences. In **Programmatic Advertising**, the same ad impression can be available through multiple routes\u2014direct publisher connections, supply-side platforms, exchanges, and resellers\u2014each adding cost, latency, and risk.<\/p>\n","protected":false},"author":10235,"featured_media":0,"comment_status":"open","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[1911],"tags":[],"class_list":["post-10641","post","type-post","status-publish","format-standard","hentry","category-programmatic-advertising"],"jetpack_featured_media_url":"","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/www.wizbrand.com\/tutorials\/wp-json\/wp\/v2\/posts\/10641","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.wizbrand.com\/tutorials\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.wizbrand.com\/tutorials\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.wizbrand.com\/tutorials\/wp-json\/wp\/v2\/users\/10235"}],"replies":[{"embeddable":true,"href":"https:\/\/www.wizbrand.com\/tutorials\/wp-json\/wp\/v2\/comments?post=10641"}],"version-history":[{"count":0,"href":"https:\/\/www.wizbrand.com\/tutorials\/wp-json\/wp\/v2\/posts\/10641\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.wizbrand.com\/tutorials\/wp-json\/wp\/v2\/media?parent=10641"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.wizbrand.com\/tutorials\/wp-json\/wp\/v2\/categories?post=10641"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.wizbrand.com\/tutorials\/wp-json\/wp\/v2\/tags?post=10641"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}