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aggregation-service/docs/batching-strategies.md at main · privacysandbox/aggregation-service · GitHub
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data-action="close:qbsearch-input#handleDialogClose cancel:qbsearch-input#handleDialogClose" id="feedback-dialog" aria-modal="true" aria-labelledby="feedback-dialog-title" aria-describedby="feedback-dialog-description" data-view-component="true" class="Overlay Overlay-whenNarrow Overlay--size-medium Overlay--motion-scaleFade Overlay--disableScroll"> <div data-view-component="true" class="Overlay-header"> <div class="Overlay-headerContentWrap"> <div class="Overlay-titleWrap"> <h1 class="Overlay-title " id="feedback-dialog-title"> Provide feedback </h1> </div> <div class="Overlay-actionWrap"> <button data-close-dialog-id="feedback-dialog" aria-label="Close" type="button" data-view-component="true" class="close-button Overlay-closeButton"><svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-x"> <path d="M3.72 3.72a.75.75 0 0 1 1.06 0L8 6.94l3.22-3.22a.749.749 0 0 1 1.275.326.749.749 0 0 1-.215.734L9.06 8l3.22 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<label for="include_email" style="font-weight: normal">Include my email address so I can be contacted</label> </form></div> </scrollable-region> <div data-view-component="true" class="Overlay-footer Overlay-footer--alignEnd"> <button data-close-dialog-id="feedback-dialog" type="button" data-view-component="true" class="btn"> Cancel </button> <button form="code-search-feedback-form" data-action="click:qbsearch-input#submitFeedback" type="submit" data-view-component="true" class="btn-primary btn"> Submit feedback </button> </div> </dialog></dialog-helper> <custom-scopes data-target="qbsearch-input.customScopesManager"> <dialog-helper> <dialog data-target="custom-scopes.customScopesModalDialog" data-action="close:qbsearch-input#handleDialogClose cancel:qbsearch-input#handleDialogClose" id="custom-scopes-dialog" aria-modal="true" aria-labelledby="custom-scopes-dialog-title" aria-describedby="custom-scopes-dialog-description" data-view-component="true" class="Overlay Overlay-whenNarrow 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itemprop=\"text\"\u003e\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch1 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eStrategies for batching\u003c/h1\u003e\u003ca id=\"user-content-strategies-for-batching\" class=\"anchor\" aria-label=\"Permalink: Strategies for batching\" href=\"#strategies-for-batching\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eWhen batching aggregatable reports, it is important to optimize batching strategies so that privacy\nlimits are not exceeded. The following are a few recommended strategies for sending batches of\nreports to the Aggregation Service.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eCollect reports\u003c/h2\u003e\u003ca id=\"user-content-collect-reports\" class=\"anchor\" aria-label=\"Permalink: Collect reports\" href=\"#collect-reports\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eWhen collecting reports to include in a batch, keep the following in mind:\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch4 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eReport upload retries\u003c/h4\u003e\u003ca id=\"user-content-report-upload-retries\" class=\"anchor\" aria-label=\"Permalink: Report upload retries\" href=\"#report-upload-retries\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003e\u003cstrong\u003eNote:\u003c/strong\u003e Retry criteria are subject to change. The information in this section will be updated in\nthat case.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eOn both the web and OS platforms, a platform will attempt to send the report three times, but if the\nreport fails to be sent after the third try, it will not be sent. The original\n\u003ccode\u003escheduled_report_time\u003c/code\u003e value is preserved no matter when the report is able to be sent. The\ntimeline for retries is different per platform:\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003eA web browser will send reports when the browser is online. If the report fails to send, it will\nwait five minutes for the second retry, and then 15 minutes for the third. If the browser goes\noffline, the next retry will be one minute after it comes back online. There is no maximum delay\nin sending reports on the web; this means, if the browser goes offline, no matter how long ago\nthe report was generated, once the browser goes back online, it will try and send the report in\naccordance with the retry policy.\u003c/li\u003e\n\u003cli\u003eAn Android phone has a consistent network connection. As such, it will run the job to send\nreports once per hour. This means that if a report fails to send, it will be retried the next\nhour, and again in the hour after that. If the device doesn't have a connection, the device will\nretry sending the report with the next reporting job that runs after the device connects to the\nnetwork again. The maximum delay is 28 days, which means that the device will not send a report\nthat was generated more than 28 days ago.\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch4 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eWait on reports\u003c/h4\u003e\u003ca id=\"user-content-wait-on-reports\" class=\"anchor\" aria-label=\"Permalink: Wait on reports\" href=\"#wait-on-reports\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eIt is recommended to wait for late arriving reports when collecting reports for batching. Late\nreports can be determined by checking the \u003ccode\u003escheduled_report_time\u003c/code\u003e value against when the report was\nreceived. The time difference between those reports will help determine how long you may want to\nconsider waiting for late arriving reports. For example, as delayed reports are collected, check the\n\u003ccode\u003escheduled_report_time\u003c/code\u003e field and note the time delay in hours as 90%, 95%, and 99% of reports are\nreceived. That data can be used to determine how long to wait for late arriving reports.\n\u003ca href=\"https://github.com/WICG/attribution-reporting-api/blob/main/AGGREGATE.md#optional-reduce-report-delay-with-trigger-context-id\"\u003eInstant aggregate reports\u003c/a\u003e\ncan be used to reduce the chance of delayed reports.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eThe following visual shows late arriving reports being stored in the appropriate batches according\nto scheduled report time. Batch T represents scheduled_report_time, and T+X represents time waited\nfor delayed reports. This results in a summary report that includes the majority of reports that are\nincluded in the batch which corresponds to their scheduled report time.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003e\u003ca target=\"_blank\" rel=\"noopener noreferrer\" href=\"/privacysandbox/aggregation-service/blob/main/docs/assets/batching.png\"\u003e\u003cimg src=\"/privacysandbox/aggregation-service/raw/main/docs/assets/batching.png\" alt=\"batching\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eAggregatable report accounting\u003c/h3\u003e\u003ca id=\"user-content-aggregatable-report-accounting\" class=\"anchor\" aria-label=\"Permalink: Aggregatable report accounting\" href=\"#aggregatable-report-accounting\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eThe Aggregation Service maintains a\n\u003ca href=\"https://github.com/WICG/attribution-reporting-api/blob/main/AGGREGATION_SERVICE_TEE.md#no-duplicates-rule\"\u003e\"no duplicates\" rule\u003c/a\u003e.\nThis rule enforces that all Aggregatable reports with the same shared ID must be included in the\nsame batch.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eAfter the reports are collected, they should be batched in such a way that all reports with the same\nshared ID are part of one batch.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eIf a report has already been processed in another batch, the processing can result in a\n\u003ca href=\"https://github.com/privacysandbox/aggregation-service/blob/2a83ed7c6e7c99d0a8fa4dc107edec86264aeaad/java/com/google/aggregate/adtech/worker/AggregationWorkerReturnCode.java#L26\"\u003eprivacy budget exhausted error\u003c/a\u003e.\nBatching reports correctly helps prevent batches from being rejected due to the \"no duplicates\"\nrule.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eA\n\u003ca href=\"https://github.com/WICG/attribution-reporting-api/blob/main/AGGREGATION_SERVICE_TEE.md#disjoint-batches\"\u003eshared ID\u003c/a\u003e\nis a key that is generated for each report to track aggregatable report accounting. The shared ID\nensures that reports with the same shared ID contribute to only one summary report. This means that\nthe reports that map to one shared ID together must all be included in a single batch. For example,\nif Report X and Report Y both have the same shared ID, they must be included in the same batch to\navoid reports being dropped for duplication.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eThe following image demonstrates the shared_info components that are hashed together to generate a\nShared ID.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003e\u003ca target=\"_blank\" rel=\"noopener noreferrer\" href=\"/privacysandbox/aggregation-service/blob/main/docs/assets/shared-id.png\"\u003e\u003cimg src=\"/privacysandbox/aggregation-service/raw/main/docs/assets/shared-id.png\" alt=\"shared-id\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eThe following image demonstrates how two different reports can have the same shared ID:\u003c/p\u003e\n\u003cp dir=\"auto\"\u003e\u003ca target=\"_blank\" rel=\"noopener noreferrer\" href=\"/privacysandbox/aggregation-service/blob/main/docs/assets/scheduled-report-time.png\"\u003e\u003cimg src=\"/privacysandbox/aggregation-service/raw/main/docs/assets/scheduled-report-time.png\" alt=\"scheduled-report-time\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e\u003c/p\u003e\n\u003cp dir=\"auto\"\u003e\u003cstrong\u003eNote:\u003c/strong\u003e scheduled_report_time is truncated by hour, and source_registration_time is truncated by\nday. Report_id is not used in shared ID creation. Time granularity may be updated in the future.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch4 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eDuplicate reports within batches\u003c/h4\u003e\u003ca id=\"user-content-duplicate-reports-within-batches\" class=\"anchor\" aria-label=\"Permalink: Duplicate reports within batches\" href=\"#duplicate-reports-within-batches\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eThe \u003ccode\u003eshared_info\u003c/code\u003e field in an aggregatable report contains a UUID in the \u003ccode\u003ereport_id\u003c/code\u003e field, which is\nused to identify duplicate reports within a batch. If there is more than one report with the same\n\u003ccode\u003ereport_id\u003c/code\u003e in a batch, only the first report will be aggregated, and the others will be considered\nduplicates and silently dropped; the aggregation will proceed as normal and no errors will be sent.\nAlthough not required, Adtech can expect to see some performance gains by filtering out the\nduplicate reports with same reports ids before aggregation.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eThe \u003ccode\u003ereport_id\u003c/code\u003e is unique to each report.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch4 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eDuplicate reports across batches\u003c/h4\u003e\u003ca id=\"user-content-duplicate-reports-across-batches\" class=\"anchor\" aria-label=\"Permalink: Duplicate reports across batches\" href=\"#duplicate-reports-across-batches\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eEach report is assigned a shared ID, which is an ID generated from combined data points that come\nfrom the report's \u003ccode\u003eshared_info\u003c/code\u003e field. Multiple reports can have the same shared ID, and each batch\ncan contain multiple shared IDs. All reports with the same shared ID must go in the same batch. If\nreports with the same shared ID end up in multiple batches, only the first batch will be accepted,\nand the others will be rejected as duplicates. To prevent this,\n\u003ca href=\"#batch-reports\"\u003ebatches must be created appropriately\u003c/a\u003e.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eThe following image shows an example where reports with the same shared ID across batches can cause\nthe later batch to fail. In the image, you can see that two or more reports with the same shared ID\ne679aa are batched into different batches #1 and #2. Since the budget for all reports with shared ID\ne679aa is consumed during Batch #1 summary report generation, Batch #2 is not allowed and fails with\nan error.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003e\u003ca target=\"_blank\" rel=\"noopener noreferrer\" href=\"/privacysandbox/aggregation-service/blob/main/docs/assets/duplication.png\"\u003e\u003cimg src=\"/privacysandbox/aggregation-service/raw/main/docs/assets/duplication.png\" alt=\"duplication\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eBatch reports\u003c/h2\u003e\u003ca id=\"user-content-batch-reports\" class=\"anchor\" aria-label=\"Permalink: Batch reports\" href=\"#batch-reports\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eThe following are recommended ways to batch reports to avoid duplicates and optimize aggregate\nreport accounting.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eBatch by advertiser\u003c/h3\u003e\u003ca id=\"user-content-batch-by-advertiser\" class=\"anchor\" aria-label=\"Permalink: Batch by advertiser\" href=\"#batch-by-advertiser\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003e\u003cstrong\u003eNote:\u003c/strong\u003e This strategy is only recommended for Attribution Reporting aggregation.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003ePrivate Aggregation does not have an attribution_destination field, which is the advertiser. It is\nrecommended to batch by advertiser, meaning to include reports belonging to a single advertiser in\nthe same batch, to avoid hitting the aggregatable report account limit for each batch. Advertiser is\na field considered in sharedID generation, so reports with the same advertiser could also have the\nsame sharedID, which would require them to be in the same batch to avoid errors.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eBatch by time\u003c/h3\u003e\u003ca id=\"user-content-batch-by-time\" class=\"anchor\" aria-label=\"Permalink: Batch by time\" href=\"#batch-by-time\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eIt is recommended to consider the report's scheduled report time\n(\u003ccode\u003eshared_info.scheduled_report_time\u003c/code\u003e) when batching. Scheduled report time is truncated to the hour\nin the shared ID generation, so at a minimum reports should be batched at hour intervals, meaning\nall reports with scheduled report time within the same hour should go in the same batch to avoid\nhaving reports with same shared ID across multiple batches, which will lead to job errors.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eBatching frequency and noise\u003c/h3\u003e\u003ca id=\"user-content-batching-frequency-and-noise\" class=\"anchor\" aria-label=\"Permalink: Batching frequency and noise\" href=\"#batching-frequency-and-noise\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eIt is recommended to consider the\n\u003ca href=\"https://developers.google.com/privacy-sandbox/relevance/attribution-reporting/design-decisions#batching-frequency\" rel=\"nofollow\"\u003eimpact of noise\u003c/a\u003e\non how often aggregatable reports are processed. If aggregatable reports are batched more\nfrequently-for example, reports are processed once an hour-fewer conversion events will be included\nand noise will have a larger relative impact. If the frequency is decreased and reports are\nprocessed once a week, noise will have a smaller relative impact. To better understand the impact of\nnoise on batches, experiment with the \u003ca href=\"https://noise-lab.uc.r.appspot.com/?mode=simple\" rel=\"nofollow\"\u003eNoise Lab\u003c/a\u003e.\u003c/p\u003e\n\u003c/article\u003e","renderedFileInfo":null,"shortPath":null,"symbolsEnabled":true,"tabSize":8,"topBannersInfo":{"overridingGlobalFundingFile":false,"globalPreferredFundingPath":null,"showInvalidCitationWarning":false,"citationHelpUrl":"https://docs.github.com/github/creating-cloning-and-archiving-repositories/creating-a-repository-on-github/about-citation-files","actionsOnboardingTip":null},"truncated":false,"viewable":true,"workflowRedirectUrl":null,"symbols":{"timed_out":false,"not_analyzed":false,"symbols":[{"name":"Strategies for batching","kind":"section_1","ident_start":2,"ident_end":25,"extent_start":0,"extent_end":8539,"fully_qualified_name":"Strategies for 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js-snippet-clipboard-copy-unpositioned" data-hpc="true"><article class="markdown-body entry-content container-lg" itemprop="text"><div class="markdown-heading" dir="auto"><h1 tabindex="-1" class="heading-element" dir="auto">Strategies for batching</h1><a id="user-content-strategies-for-batching" class="anchor" aria-label="Permalink: Strategies for batching" href="#strategies-for-batching"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">When batching aggregatable reports, it is important to optimize batching strategies so that privacy limits are not exceeded. The following are a few recommended strategies for sending batches of reports to the Aggregation Service.</p> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Collect reports</h2><a id="user-content-collect-reports" class="anchor" aria-label="Permalink: Collect reports" href="#collect-reports"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">When collecting reports to include in a batch, keep the following in mind:</p> <div class="markdown-heading" dir="auto"><h4 tabindex="-1" class="heading-element" dir="auto">Report upload retries</h4><a id="user-content-report-upload-retries" class="anchor" aria-label="Permalink: Report upload retries" href="#report-upload-retries"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto"><strong>Note:</strong> Retry criteria are subject to change. The information in this section will be updated in that case.</p> <p dir="auto">On both the web and OS platforms, a platform will attempt to send the report three times, but if the report fails to be sent after the third try, it will not be sent. The original <code>scheduled_report_time</code> value is preserved no matter when the report is able to be sent. The timeline for retries is different per platform:</p> <ul dir="auto"> <li>A web browser will send reports when the browser is online. If the report fails to send, it will wait five minutes for the second retry, and then 15 minutes for the third. If the browser goes offline, the next retry will be one minute after it comes back online. There is no maximum delay in sending reports on the web; this means, if the browser goes offline, no matter how long ago the report was generated, once the browser goes back online, it will try and send the report in accordance with the retry policy.</li> <li>An Android phone has a consistent network connection. As such, it will run the job to send reports once per hour. This means that if a report fails to send, it will be retried the next hour, and again in the hour after that. If the device doesn't have a connection, the device will retry sending the report with the next reporting job that runs after the device connects to the network again. The maximum delay is 28 days, which means that the device will not send a report that was generated more than 28 days ago.</li> </ul> <div class="markdown-heading" dir="auto"><h4 tabindex="-1" class="heading-element" dir="auto">Wait on reports</h4><a id="user-content-wait-on-reports" class="anchor" aria-label="Permalink: Wait on reports" href="#wait-on-reports"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">It is recommended to wait for late arriving reports when collecting reports for batching. Late reports can be determined by checking the <code>scheduled_report_time</code> value against when the report was received. The time difference between those reports will help determine how long you may want to consider waiting for late arriving reports. For example, as delayed reports are collected, check the <code>scheduled_report_time</code> field and note the time delay in hours as 90%, 95%, and 99% of reports are received. That data can be used to determine how long to wait for late arriving reports. <a href="https://github.com/WICG/attribution-reporting-api/blob/main/AGGREGATE.md#optional-reduce-report-delay-with-trigger-context-id">Instant aggregate reports</a> can be used to reduce the chance of delayed reports.</p> <p dir="auto">The following visual shows late arriving reports being stored in the appropriate batches according to scheduled report time. Batch T represents scheduled_report_time, and T+X represents time waited for delayed reports. This results in a summary report that includes the majority of reports that are included in the batch which corresponds to their scheduled report time.</p> <p dir="auto"><a target="_blank" rel="noopener noreferrer" href="/privacysandbox/aggregation-service/blob/main/docs/assets/batching.png"><img src="/privacysandbox/aggregation-service/raw/main/docs/assets/batching.png" alt="batching" style="max-width: 100%;"></a></p> <div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Aggregatable report accounting</h3><a id="user-content-aggregatable-report-accounting" class="anchor" aria-label="Permalink: Aggregatable report accounting" href="#aggregatable-report-accounting"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">The Aggregation Service maintains a <a href="https://github.com/WICG/attribution-reporting-api/blob/main/AGGREGATION_SERVICE_TEE.md#no-duplicates-rule">"no duplicates" rule</a>. This rule enforces that all Aggregatable reports with the same shared ID must be included in the same batch.</p> <p dir="auto">After the reports are collected, they should be batched in such a way that all reports with the same shared ID are part of one batch.</p> <p dir="auto">If a report has already been processed in another batch, the processing can result in a <a href="https://github.com/privacysandbox/aggregation-service/blob/2a83ed7c6e7c99d0a8fa4dc107edec86264aeaad/java/com/google/aggregate/adtech/worker/AggregationWorkerReturnCode.java#L26">privacy budget exhausted error</a>. Batching reports correctly helps prevent batches from being rejected due to the "no duplicates" rule.</p> <p dir="auto">A <a href="https://github.com/WICG/attribution-reporting-api/blob/main/AGGREGATION_SERVICE_TEE.md#disjoint-batches">shared ID</a> is a key that is generated for each report to track aggregatable report accounting. The shared ID ensures that reports with the same shared ID contribute to only one summary report. This means that the reports that map to one shared ID together must all be included in a single batch. For example, if Report X and Report Y both have the same shared ID, they must be included in the same batch to avoid reports being dropped for duplication.</p> <p dir="auto">The following image demonstrates the shared_info components that are hashed together to generate a Shared ID.</p> <p dir="auto"><a target="_blank" rel="noopener noreferrer" href="/privacysandbox/aggregation-service/blob/main/docs/assets/shared-id.png"><img src="/privacysandbox/aggregation-service/raw/main/docs/assets/shared-id.png" alt="shared-id" style="max-width: 100%;"></a></p> <p dir="auto">The following image demonstrates how two different reports can have the same shared ID:</p> <p dir="auto"><a target="_blank" rel="noopener noreferrer" href="/privacysandbox/aggregation-service/blob/main/docs/assets/scheduled-report-time.png"><img src="/privacysandbox/aggregation-service/raw/main/docs/assets/scheduled-report-time.png" alt="scheduled-report-time" style="max-width: 100%;"></a></p> <p dir="auto"><strong>Note:</strong> scheduled_report_time is truncated by hour, and source_registration_time is truncated by day. Report_id is not used in shared ID creation. Time granularity may be updated in the future.</p> <div class="markdown-heading" dir="auto"><h4 tabindex="-1" class="heading-element" dir="auto">Duplicate reports within batches</h4><a id="user-content-duplicate-reports-within-batches" class="anchor" aria-label="Permalink: Duplicate reports within batches" href="#duplicate-reports-within-batches"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">The <code>shared_info</code> field in an aggregatable report contains a UUID in the <code>report_id</code> field, which is used to identify duplicate reports within a batch. If there is more than one report with the same <code>report_id</code> in a batch, only the first report will be aggregated, and the others will be considered duplicates and silently dropped; the aggregation will proceed as normal and no errors will be sent. Although not required, Adtech can expect to see some performance gains by filtering out the duplicate reports with same reports ids before aggregation.</p> <p dir="auto">The <code>report_id</code> is unique to each report.</p> <div class="markdown-heading" dir="auto"><h4 tabindex="-1" class="heading-element" dir="auto">Duplicate reports across batches</h4><a id="user-content-duplicate-reports-across-batches" class="anchor" aria-label="Permalink: Duplicate reports across batches" href="#duplicate-reports-across-batches"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">Each report is assigned a shared ID, which is an ID generated from combined data points that come from the report's <code>shared_info</code> field. Multiple reports can have the same shared ID, and each batch can contain multiple shared IDs. All reports with the same shared ID must go in the same batch. If reports with the same shared ID end up in multiple batches, only the first batch will be accepted, and the others will be rejected as duplicates. To prevent this, <a href="#batch-reports">batches must be created appropriately</a>.</p> <p dir="auto">The following image shows an example where reports with the same shared ID across batches can cause the later batch to fail. In the image, you can see that two or more reports with the same shared ID e679aa are batched into different batches #1 and #2. Since the budget for all reports with shared ID e679aa is consumed during Batch #1 summary report generation, Batch #2 is not allowed and fails with an error.</p> <p dir="auto"><a target="_blank" rel="noopener noreferrer" href="/privacysandbox/aggregation-service/blob/main/docs/assets/duplication.png"><img src="/privacysandbox/aggregation-service/raw/main/docs/assets/duplication.png" alt="duplication" style="max-width: 100%;"></a></p> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Batch reports</h2><a id="user-content-batch-reports" class="anchor" aria-label="Permalink: Batch reports" href="#batch-reports"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">The following are recommended ways to batch reports to avoid duplicates and optimize aggregate report accounting.</p> <div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Batch by advertiser</h3><a id="user-content-batch-by-advertiser" class="anchor" aria-label="Permalink: Batch by advertiser" href="#batch-by-advertiser"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto"><strong>Note:</strong> This strategy is only recommended for Attribution Reporting aggregation.</p> <p dir="auto">Private Aggregation does not have an attribution_destination field, which is the advertiser. It is recommended to batch by advertiser, meaning to include reports belonging to a single advertiser in the same batch, to avoid hitting the aggregatable report account limit for each batch. Advertiser is a field considered in sharedID generation, so reports with the same advertiser could also have the same sharedID, which would require them to be in the same batch to avoid errors.</p> <div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Batch by time</h3><a id="user-content-batch-by-time" class="anchor" aria-label="Permalink: Batch by time" href="#batch-by-time"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">It is recommended to consider the report's scheduled report time (<code>shared_info.scheduled_report_time</code>) when batching. Scheduled report time is truncated to the hour in the shared ID generation, so at a minimum reports should be batched at hour intervals, meaning all reports with scheduled report time within the same hour should go in the same batch to avoid having reports with same shared ID across multiple batches, which will lead to job errors.</p> <div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Batching frequency and noise</h3><a id="user-content-batching-frequency-and-noise" class="anchor" aria-label="Permalink: Batching frequency and noise" href="#batching-frequency-and-noise"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">It is recommended to consider the <a href="https://developers.google.com/privacy-sandbox/relevance/attribution-reporting/design-decisions#batching-frequency" rel="nofollow">impact of noise</a> on how often aggregatable reports are processed. If aggregatable reports are batched more frequently-for example, reports are processed once an hour-fewer conversion events will be included and noise will have a larger relative impact. If the frequency is decreased and reports are processed once a week, noise will have a smaller relative impact. To better understand the impact of noise on batches, experiment with the <a href="https://noise-lab.uc.r.appspot.com/?mode=simple" rel="nofollow">Noise Lab</a>.</p> </article></div><button hidden=""></button></section></div></div></div> <!-- --> <!-- --> </div></div></div><div class="Box-sc-g0xbh4-0"></div></div></div></div></div><div id="find-result-marks-container" class="Box-sc-g0xbh4-0 cCoXib"></div><button hidden="" data-testid="" data-hotkey-scope="read-only-cursor-text-area"></button><button hidden=""></button></div> <!-- --> <!-- --> <script type="application/json" id="__PRIMER_DATA_:R0:__">{"resolvedServerColorMode":"day"}</script></div> </react-app> </turbo-frame> </div> </turbo-frame> </main> </div> </div> <footer class="footer pt-8 pb-6 f6 color-fg-muted p-responsive" role="contentinfo" > <h2 class='sr-only'>Footer</h2> <div class="d-flex flex-justify-center flex-items-center flex-column-reverse flex-lg-row flex-wrap flex-lg-nowrap"> <div class="d-flex flex-items-center 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