{"id":8128,"date":"2026-03-25T15:43:31","date_gmt":"2026-03-25T15:43:31","guid":{"rendered":"https:\/\/www.wizbrand.com\/tutorials\/idempotency\/"},"modified":"2026-03-25T15:43:31","modified_gmt":"2026-03-25T15:43:31","slug":"idempotency","status":"publish","type":"post","link":"https:\/\/www.wizbrand.com\/tutorials\/idempotency\/","title":{"rendered":"Idempotency: What It Is, Key Features, Benefits, Use Cases, and How It Fits in Marketing Automation"},"content":{"rendered":"\n

Idempotency is a reliability principle that quietly powers great customer experiences in Direct & Retention Marketing<\/strong>. In plain terms, it means you can run the same operation multiple times and still get the same end result\u2014without accidentally double-sending, double-charging, or double-counting.<\/p>\n\n\n\n

In Marketing Automation<\/strong>, retries are normal: APIs time out, webhooks arrive twice, batch jobs restart, and users click buttons repeatedly. Without Idempotency<\/strong>, those routine events can trigger duplicate emails, repeated SMS messages, multiple loyalty point grants, inflated conversions, and messy attribution.<\/p>\n\n\n\n

For modern Direct & Retention Marketing<\/strong> teams, Idempotency is not just \u201cengineering hygiene.\u201d It\u2019s a strategy and governance layer that protects deliverability, preserves customer trust, and keeps lifecycle metrics credible\u2014especially as automation becomes more real-time, personalized, and integrated across many systems.<\/p>\n\n\n\n

\n\n\n\n

What Is Idempotency?<\/h2>\n\n\n\n

Idempotency<\/strong> is the property of an action where repeating the same request produces the same final state as running it once. If the action succeeds, running it again doesn\u2019t create additional side effects.<\/p>\n\n\n\n

A beginner-friendly way to think about Idempotency is: \u201csafe to retry.\u201d<\/strong> If your workflow can safely process duplicates, delayed messages, and repeated triggers without changing the outcome, it\u2019s idempotent.<\/p>\n\n\n\n

The core concept is state control<\/strong>. Instead of treating every incoming event as \u201cnew,\u201d an idempotent system checks whether the work has already been done for that customer, that campaign step, or that transaction.<\/p>\n\n\n\n

The business meaning is straightforward: Idempotency prevents expensive and brand-damaging mistakes, such as sending the same win-back offer twice, charging a subscription renewal multiple times, or granting referral credit repeatedly.<\/p>\n\n\n\n

In Direct & Retention Marketing<\/strong>, Idempotency fits anywhere you execute repeatable customer actions: onboarding sequences, cart abandonment, post-purchase flows, loyalty programs, referrals, renewals, and reactivation campaigns.<\/p>\n\n\n\n

Inside Marketing Automation<\/strong>, Idempotency is a foundational behavior that keeps multi-step journeys correct across retries, race conditions, and multi-channel orchestration\u2014especially when several platforms share responsibility for the same customer outcomes.<\/p>\n\n\n\n

\n\n\n\n

Why Idempotency Matters in Direct & Retention Marketing<\/h2>\n\n\n\n

In Direct & Retention Marketing<\/strong>, the \u201ccost\u201d of duplicates is rarely just technical. It shows up as trust erosion and performance drag.<\/p>\n\n\n\n

Idempotency matters strategically because lifecycle programs are highly repetitive by design. Customers trigger the same kinds of events (signups, purchases, logins, unsubscribes) thousands of times, and your automation must respond consistently under load and failure.<\/p>\n\n\n\n

Business value comes from preventing:\n– Duplicate sends that increase opt-outs and spam complaints\n– Inconsistent customer states (e.g., \u201cVIP\u201d and \u201cNew subscriber\u201d at the same time)\n– Over-discounting from repeated coupon applications\n– Reporting errors that cause bad budget and roadmap decisions<\/p>\n\n\n\n

Marketing outcomes improve when your Marketing Automation<\/strong> is dependable. Better reliability leads to cleaner experimentation, more trustworthy cohorts, more stable deliverability, and fewer \u201cfire drills\u201d across marketing ops and engineering.<\/p>\n\n\n\n

Competitive advantage appears when your customer experience feels intentional. In crowded inboxes and notification feeds, avoiding accidental repetition is a subtle but meaningful differentiator in Direct & Retention Marketing<\/strong>.<\/p>\n\n\n\n

\n\n\n\n

How Idempotency Works<\/h2>\n\n\n\n

Idempotency is often implemented as a practical workflow that makes \u201cretries\u201d safe:<\/p>\n\n\n\n

    \n
  1. \n

    Input or trigger<\/strong>\n A system receives an event or request: \u201csend welcome email,\u201d \u201capply discount,\u201d \u201cgrant loyalty points,\u201d or \u201crecord conversion.\u201d In Direct & Retention Marketing<\/strong>, triggers may come from website events, payments, CRM updates, or fulfillment systems.<\/p>\n<\/li>\n

  2. \n

    Analysis or processing<\/strong>\n The workflow creates or checks a unique identifier that represents the action\u2019s intent\u2014commonly an idempotency key<\/strong> or a deterministic \u201caction signature.\u201d It then looks up whether that action has already been completed for that customer and context.<\/p>\n<\/li>\n

  3. \n

    Execution or application<\/strong>\n If the action is new, the workflow executes once and records a durable marker (status, timestamp, version, or ledger entry). If the action is a duplicate, the workflow returns the previously computed result or safely does nothing.<\/p>\n<\/li>\n

  4. \n

    Output or outcome<\/strong>\n The customer sees a single coherent result: one email, one discount, one subscription change, one set of loyalty points. The marketing team sees stable metrics and clean attribution that reflect reality.<\/p>\n<\/li>\n<\/ol>\n\n\n\n

    In practice, Idempotency is less about a single \u201cfeature\u201d and more about consistent design across events, APIs, batch jobs, and journey steps in Marketing Automation<\/strong>.<\/p>\n\n\n\n

    \n\n\n\n

    Key Components of Idempotency<\/h2>\n\n\n\n

    Idempotency in Direct & Retention Marketing<\/strong> typically depends on several coordinated elements:<\/p>\n\n\n\n

    Data inputs and identifiers<\/h3>\n\n\n\n

    You need reliable identifiers to recognize \u201cthe same action again,\u201d such as:\n– Customer ID (internal) plus channel address (email\/phone)\n– Campaign step ID or journey node ID\n– Order ID, invoice ID, or subscription renewal ID\n– Event ID from tracking systems (with caution\u2014some are not stable)<\/p>\n\n\n\n

    State storage (the source of truth)<\/h3>\n\n\n\n

    Idempotency requires somewhere to store \u201calready processed\u201d state:\n– A customer profile store (CRM\/CDP-style)\n– A transactional database table for campaign actions\n– A ledger for points, credits, and monetary adjustments<\/p>\n\n\n\n

    Business rules and constraints<\/h3>\n\n\n\n

    Clear definitions of \u201csame operation\u201d are essential:\n– Is \u201csend welcome email\u201d per customer lifetime, per list subscription, or per account?\n– Can points be re-granted if an order is refunded and repurchased?\n– If a customer changes email, should the workflow treat it as the same identity?<\/p>\n\n\n\n

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

    Idempotency is cross-functional:\n– Marketing ops defines journey intent and acceptable behavior\n– Data\/analytics defines measurement truth and dedupe rules\n– Engineering enforces idempotent APIs, storage, and retries\n– Compliance ensures preferences and consent are respected on every retry<\/p>\n\n\n\n

    Monitoring and auditability<\/h3>\n\n\n\n

    To keep Marketing Automation<\/strong> trustworthy, you need logs and audit trails that show:\n– Why an action executed (or did not)\n– Which idempotency key matched\n– When the decision was made and by which system<\/p>\n\n\n\n

    \n\n\n\n

    Types of Idempotency<\/h2>\n\n\n\n

    Idempotency isn\u2019t a single \u201ctype,\u201d but in marketing systems there are a few useful distinctions:<\/p>\n\n\n\n

    API-level Idempotency<\/h3>\n\n\n\n

    When your systems call an endpoint like \u201ccreate subscription\u201d or \u201capply credit,\u201d repeating the call should not create duplicates. This is vital when requests time out and clients retry.<\/p>\n\n\n\n

    Event-level Idempotency<\/h3>\n\n\n\n

    Event streams and webhooks frequently deliver duplicates or out-of-order events. Event-level Idempotency ensures \u201cpurchase completed\u201d or \u201cemail clicked\u201d is processed once per event intent.<\/p>\n\n\n\n

    Job- or batch-level Idempotency<\/h3>\n\n\n\n

    Daily or hourly pipelines that rebuild segments, export audiences, or compute lifecycle scores must be safe to rerun without double-adding members or duplicating records.<\/p>\n\n\n\n

    Business-action Idempotency (customer experience)<\/h3>\n\n\n\n

    Even if systems are complex internally, the customer-facing result should be stable: a single welcome sequence entry, a single coupon, a single renewal confirmation. This is the most important framing for Direct & Retention Marketing<\/strong>.<\/p>\n\n\n\n

    \n\n\n\n

    Real-World Examples of Idempotency<\/h2>\n\n\n\n

    Example 1: Preventing duplicate welcome emails<\/h3>\n\n\n\n

    A signup form triggers a \u201cWelcome Step 1\u201d message. Due to a tracking retry, the signup event is received twice. With Idempotency, the system checks a key like (customer_id + welcome_step_1)<\/code> and sees it already sent, so it does not send again. This protects deliverability and brand perception in Direct & Retention Marketing<\/strong>.<\/p>\n\n\n\n

    Example 2: Webhook retries in Marketing Automation orchestration<\/h3>\n\n\n\n

    A payment provider sends a \u201csubscription renewed\u201d webhook. Your endpoint times out, so the provider retries and sends the same webhook again. If the renewal triggers both a receipt email and a \u201crenewal points bonus,\u201d non-idempotent handling can double-award points. Idempotency ensures the renewal is applied once and subsequent retries return the same \u201calready processed\u201d result.<\/p>\n\n\n\n

    Example 3: Audience sync without double-adding customers<\/h3>\n\n\n\n

    A nightly job exports a \u201cHigh intent\u201d segment to an ad platform and an email tool. If the job reruns after a partial failure, it might re-upload the same audience members and inflate counts or cause repeated suppression list changes. Idempotent batch design uses stable segment membership keys and upsert logic so reruns converge to the same state\u2014critical for consistent Marketing Automation<\/strong> and reporting.<\/p>\n\n\n\n

    \n\n\n\n

    Benefits of Using Idempotency<\/h2>\n\n\n\n

    Idempotency delivers practical gains for both customers and teams:<\/p>\n\n\n\n

      \n
    • Better customer experience:<\/strong> fewer repeated messages, fewer confusing contradictions across channels, and fewer \u201cwhy did I get this twice?\u201d moments in Direct & Retention Marketing<\/strong>.<\/li>\n
    • Improved deliverability and engagement:<\/strong> reducing duplicates lowers complaints and opt-outs, protecting inbox placement over time.<\/li>\n
    • Lower operational cost:<\/strong> fewer support tickets, fewer manual fixes, and less engineering time spent on duplicate side effects.<\/li>\n
    • More reliable analytics:<\/strong> conversions, revenue, and lifecycle stage counts become more trustworthy when duplicates are controlled.<\/li>\n
    • Safer scaling:<\/strong> as you add channels and triggers, Idempotency makes growth less fragile\u2014especially in complex Marketing Automation<\/strong> stacks.<\/li>\n<\/ul>\n\n\n\n
      \n\n\n\n

      Challenges of Idempotency<\/h2>\n\n\n\n

      Idempotency is conceptually simple, but implementing it well takes discipline:<\/p>\n\n\n\n

        \n
      • Defining \u201csame action\u201d can be hard:<\/strong> marketing intent varies by campaign. A resend policy might be valid for one program and harmful for another.<\/li>\n
      • Identity resolution complications:<\/strong> customers change emails, use multiple devices, or create multiple accounts. Poor identity rules can break Idempotency assumptions.<\/li>\n
      • Out-of-order events:<\/strong> a \u201crefund\u201d may arrive before a \u201cpurchase\u201d event due to system delays. Idempotency must account for event timing and final state.<\/li>\n
      • Distributed ownership:<\/strong> in Direct & Retention Marketing<\/strong>, one system may send messages while another grants benefits and a third tracks analytics\u2014duplicates can appear at any boundary.<\/li>\n
      • Measurement side effects:<\/strong> even if you avoid duplicate sends, duplicate \u201cdelivered\u201d or \u201copen\u201d events can still distort metrics if analytics ingestion is not idempotent.<\/li>\n<\/ul>\n\n\n\n
        \n\n\n\n

        Best Practices for Idempotency<\/h2>\n\n\n\n

        These practices help teams operationalize Idempotency without overengineering:<\/p>\n\n\n\n

          \n
        1. \n

          Design around business outcomes, not just events<\/strong>\n Start with the customer-facing action: \u201ccustomer enters onboarding once,\u201d \u201cpoints awarded once per order,\u201d \u201ccoupon applied once per cart.\u201d<\/p>\n<\/li>\n

        2. \n

          Create deterministic idempotency keys<\/strong>\n Combine stable fields (customer ID + action type + reference ID like order ID). Avoid keys based only on timestamps.<\/p>\n<\/li>\n

        3. \n

          Use upserts and state markers<\/strong>\n Prefer \u201cset state to X\u201d over \u201cadd another X.\u201d For example, store welcome_step_1_sent_at<\/code> rather than incrementing a counter.<\/p>\n<\/li>\n

        4. \n

          Separate \u201cattempts\u201d from \u201csuccess\u201d<\/strong>\n Log retries and failures, but only mark completion when the intended effect is confirmed.<\/p>\n<\/li>\n

        5. \n

          Make retries safe across systems<\/strong>\n If Marketing Automation<\/strong> calls multiple services, design for partial failure. Consider a ledger or transaction-like pattern for business-critical actions (credits, points, subscription changes).<\/p>\n<\/li>\n

        6. \n

          Monitor duplicates explicitly<\/strong>\n Track duplicate detection rates and investigate spikes as reliability incidents, not \u201cnoise.\u201d<\/p>\n<\/li>\n

        7. \n

          Document campaign-specific rules<\/strong>\n In Direct & Retention Marketing<\/strong>, encode resend policies, suppression logic, and frequency caps so \u201cidempotent\u201d doesn\u2019t accidentally mean \u201cnever send again.\u201d<\/p>\n<\/li>\n<\/ol>\n\n\n\n

          \n\n\n\n

          Tools Used for Idempotency<\/h2>\n\n\n\n

          Idempotency is enabled by categories of tools and system capabilities rather than a single product:<\/p>\n\n\n\n

            \n
          • Marketing Automation platforms:<\/strong> journey builders, event triggers, and multi-step workflows benefit from idempotent entry conditions and step-level \u201csend once\u201d controls.<\/li>\n
          • CRM and customer profile systems:<\/strong> maintain canonical customer identifiers, consent status, and lifecycle states that prevent repeated transitions.<\/li>\n
          • Customer data pipelines and event collectors:<\/strong> ingestion layers should support deduplication, stable event IDs, and reprocessing without double-counting.<\/li>\n
          • Messaging infrastructure:<\/strong> queues and retry policies must be designed so re-delivery doesn\u2019t create duplicate customer-facing actions.<\/li>\n
          • Analytics and reporting dashboards:<\/strong> anomaly detection, reconciliation reports, and audit views help prove Idempotency is working in production.<\/li>\n
          • Governance tooling and documentation systems:<\/strong> playbooks, data dictionaries, and workflow specs align teams on what \u201csame action\u201d means.<\/li>\n<\/ul>\n\n\n\n

            In Direct & Retention Marketing<\/strong>, the most important \u201ctool\u201d is often the combination of identity strategy, event governance, and clear operational rules that your Marketing Automation<\/strong> stack consistently enforces.<\/p>\n\n\n\n

            \n\n\n\n

            Metrics Related to Idempotency<\/h2>\n\n\n\n

            Because Idempotency is about reliability and correctness, the best metrics focus on duplicates and consistency:<\/p>\n\n\n\n

              \n
            • Duplicate action rate:<\/strong> percentage of triggers detected as duplicates (by action type and channel).<\/li>\n
            • Duplicate send rate:<\/strong> repeated email\/SMS\/push sends per customer per campaign step.<\/li>\n
            • Retry success rate:<\/strong> how often retries eventually succeed without side effects.<\/li>\n
            • Suppression and unsubscribe integrity:<\/strong> unexpected opt-out spikes can indicate duplicate messaging.<\/li>\n
            • Loyalty\/credit reconciliation rate:<\/strong> mismatches between orders and points\/credits often reveal non-idempotent handling.<\/li>\n
            • Attribution consistency:<\/strong> variance between systems (automation logs vs analytics vs billing) can signal duplicate conversions or events.<\/li>\n
            • Time-to-consistency:<\/strong> how quickly customer state converges correctly after failures or reprocessing.<\/li>\n<\/ul>\n\n\n\n

              For Marketing Automation<\/strong>, these metrics are most useful when segmented by workflow, source system, and failure mode (timeouts, webhook retries, batch reruns).<\/p>\n\n\n\n

              \n\n\n\n

              Future Trends of Idempotency<\/h2>\n\n\n\n

              Idempotency is becoming more important as Direct & Retention Marketing<\/strong> shifts toward real-time orchestration:<\/p>\n\n\n\n

                \n
              • More automation, more retries:<\/strong> serverless and event-driven architectures scale well but increase the chance of duplicate deliveries. Idempotency becomes the default expectation.<\/li>\n
              • AI-assisted personalization:<\/strong> as teams generate more variants and dynamic decisions, Idempotency helps ensure the same customer doesn\u2019t receive conflicting messages due to repeated evaluations.<\/li>\n
              • Privacy and consent enforcement:<\/strong> consent checks must be idempotent too\u2014retries should never bypass preference logic. Strong Idempotency supports compliant Marketing Automation<\/strong>.<\/li>\n
              • Incremental measurement and modeling:<\/strong> with noisier identifiers and more modeled conversions, clean event processing matters even more. Idempotency reduces measurement drift from duplicate inputs.<\/li>\n
              • Cross-channel consistency:<\/strong> as journeys span email, SMS, push, in-app, and ads, Idempotency evolves from \u201cAPI concern\u201d to \u201cexperience integrity\u201d in Direct & Retention Marketing<\/strong>.<\/li>\n<\/ul>\n\n\n\n
                \n\n\n\n

                Idempotency vs Related Terms<\/h2>\n\n\n\n

                Idempotency vs Deduplication<\/h3>\n\n\n\n

                Deduplication<\/strong> is the act of removing duplicates after they appear (often in data). Idempotency<\/strong> is designing systems so repeating an action does not create additional side effects in the first place. In practice, you often need both: idempotent execution and deduped analytics ingestion.<\/p>\n\n\n\n

                Idempotency vs Exactly-once processing<\/h3>\n\n\n\n

                Exactly-once<\/strong> implies a guarantee that an event is processed one time only. In distributed systems, that guarantee is difficult and often approximated. Idempotency<\/strong> accepts that duplicates may happen and makes them harmless, which is usually more achievable for Marketing Automation<\/strong>.<\/p>\n\n\n\n

                Idempotency vs Atomicity (all-or-nothing)<\/h3>\n\n\n\n

                Atomicity<\/strong> means a multi-step operation completes fully or not at all. Idempotency<\/strong> means repeating the operation leads to the same final state. For customer-facing actions in Direct & Retention Marketing<\/strong>, you often need atomic behavior for critical steps (like credits) and idempotent behavior for retries and partial failures.<\/p>\n\n\n\n

                \n\n\n\n

                Who Should Learn Idempotency<\/h2>\n\n\n\n
                  \n
                • Marketers and lifecycle owners:<\/strong> to design journeys that behave predictably when triggers repeat and to protect customer experience in Direct & Retention Marketing<\/strong>.<\/li>\n
                • Marketing ops practitioners:<\/strong> to build resilient workflows, set governance rules, and troubleshoot duplicates across Marketing Automation<\/strong> systems.<\/li>\n
                • Analysts and data teams:<\/strong> to ensure event ingestion and reporting don\u2019t double-count outcomes, preserving experiment validity and ROI measurement.<\/li>\n
                • Agencies and consultants:<\/strong> to diagnose performance problems that are actually reliability issues (duplicates, misattribution, inconsistent states).<\/li>\n
                • Business owners and founders:<\/strong> to reduce brand risk and operational waste as automation scales.<\/li>\n
                • Developers and architects:<\/strong> to implement idempotent endpoints, event handlers, and data pipelines that marketing depends on.<\/li>\n<\/ul>\n\n\n\n
                  \n\n\n\n

                  Summary of Idempotency<\/h2>\n\n\n\n

                  Idempotency<\/strong> is the principle that repeating the same operation results in the same final state as performing it once. In Direct & Retention Marketing<\/strong>, it prevents duplicate messages, duplicate rewards, and inconsistent customer experiences that erode trust and performance.<\/p>\n\n\n\n

                  Within Marketing Automation<\/strong>, Idempotency enables safe retries, reliable orchestration across systems, and accurate measurement\u2014especially in event-driven, multi-channel environments. When implemented with clear keys, state markers, governance, and monitoring, Idempotency becomes a practical safeguard for scaling lifecycle programs confidently.<\/p>\n\n\n\n

                  \n\n\n\n

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

                  1) What does Idempotency mean in marketing workflows?<\/h3>\n\n\n\n

                  Idempotency means a workflow step can be triggered more than once but only produces one final customer-facing effect, such as sending a single message or awarding points once.<\/p>\n\n\n\n

                  2) How do I know if my Direct & Retention Marketing is suffering from non-idempotent behavior?<\/h3>\n\n\n\n

                  Common signs include customers reporting duplicate emails\/SMS, unexplained opt-out spikes, double-awarded loyalty points, and discrepancies between automation logs and revenue\/analytics reports.<\/p>\n\n\n\n

                  3) How is Idempotency implemented in Marketing Automation journeys?<\/h3>\n\n\n\n

                  Usually by creating a stable idempotency key for each action (customer + step + reference like order ID), checking whether it already ran, and recording completion in a durable store so retries can safely no-op.<\/p>\n\n\n\n

                  4) Is \u201csend once\u201d the same as Idempotency?<\/h3>\n\n\n\n

                  Not always. \u201cSend once\u201d is a useful rule, but Idempotency is broader: it also covers retries, out-of-order events, batch reruns, and non-messaging actions like credits, segmentation, or lifecycle state changes.<\/p>\n\n\n\n

                  5) Can Idempotency hurt performance or personalization?<\/h3>\n\n\n\n

                  Poorly designed checks can add latency, and overly strict keys can block legitimate repeats (like a re-opt-in). The goal is to match Idempotency rules to campaign intent in Direct & Retention Marketing<\/strong>.<\/p>\n\n\n\n

                  6) What\u2019s the best place to enforce Idempotency: the app, the data pipeline, or the automation tool?<\/h3>\n\n\n\n

                  Ideally across layers. Enforce Idempotency at the point of execution for customer-impacting actions, and also in analytics ingestion to prevent double-counting. Shared governance keeps Marketing Automation<\/strong> consistent.<\/p>\n\n\n\n

                  7) Which actions in retention programs most need Idempotency?<\/h3>\n\n\n\n

                  High-impact actions: sends that affect deliverability (welcome, win-back, promotions), monetary actions (credits, discounts), loyalty\/referral grants, subscription status changes, and conversion recording for reporting and optimization.<\/p>\n","protected":false},"excerpt":{"rendered":"

                  Idempotency is a reliability principle that quietly powers great customer experiences in **Direct & Retention Marketing**. In plain terms, it means you can run the same operation multiple times and still get the same end result\u2014without accidentally double-sending, double-charging, or double-counting.<\/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":[1894],"tags":[],"class_list":["post-8128","post","type-post","status-publish","format-standard","hentry","category-marketing-automation"],"jetpack_featured_media_url":"","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/www.wizbrand.com\/tutorials\/wp-json\/wp\/v2\/posts\/8128","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=8128"}],"version-history":[{"count":0,"href":"https:\/\/www.wizbrand.com\/tutorials\/wp-json\/wp\/v2\/posts\/8128\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.wizbrand.com\/tutorials\/wp-json\/wp\/v2\/media?parent=8128"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.wizbrand.com\/tutorials\/wp-json\/wp\/v2\/categories?post=8128"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.wizbrand.com\/tutorials\/wp-json\/wp\/v2\/tags?post=8128"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}