diff --git a/Pipfile.lock b/Pipfile.lock
index 5d51bec8..b84ecaf2 100644
--- a/Pipfile.lock
+++ b/Pipfile.lock
@@ -34,209 +34,252 @@
         },
         "black": {
             "hashes": [
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             ],
-            "version": "==24.10.0"
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         },
         "certifi": {
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         },
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-            "version": "==3.4.1"
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         "click": {
             "hashes": [
@@ -248,30 +291,22 @@
         },
         "clickhouse-toolset": {
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-            "version": "==0.33.dev0"
+            "markers": "python_version < '3.14' and python_version >= '3.8'",
+            "version": "==0.34.dev0"
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         "colorama": {
             "hashes": [
@@ -283,11 +318,11 @@
         },
         "croniter": {
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             "markers": "python_version >= '2.6' and python_version not in '3.0, 3.1, 3.2, 3.3'",
-            "version": "==1.3.8"
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         "cryptography": {
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@@ -328,11 +363,11 @@
         },
         "gitpython": {
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-            "version": "==3.1.44"
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         "humanfriendly": {
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@@ -344,19 +379,19 @@
         },
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-            "version": "==3.10"
+            "markers": "python_version >= '3.8'",
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-            "version": "==1.0.0"
+            "markers": "python_version >= '3.8'",
+            "version": "==1.1.0"
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@@ -384,11 +419,11 @@
         },
         "pycparser": {
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-            "markers": "python_version >= '3.8'",
-            "version": "==2.22"
+            "markers": "implementation_name != 'PyPy'",
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@@ -507,72 +542,100 @@
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             "version": "==2.9.0.post0"
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-        "pyyaml": {
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-                "sha256:7e7401d0de89a9a855c839bc697c079a4af81cf878373abd7dc625847d25cbd8",
-                "sha256:80bab7bfc629882493af4aa31a4cfa43a4c57c83813253626916b8c7ada83476",
-                "sha256:82d09873e40955485746739bcb8b4586983670466c23382c19cffecbf1fd8706",
-                "sha256:8388ee1976c416731879ac16da0aff3f63b286ffdd57cdeb95f3f2e085687563",
-                "sha256:8824b5a04a04a047e72eea5cec3bc266db09e35de6bdfe34c9436ac5ee27d237",
-                "sha256:8b9c7197f7cb2738065c481a0461e50ad02f18c78cd75775628afb4d7137fb3b",
-                "sha256:9056c1ecd25795207ad294bcf39f2db3d845767be0ea6e6a34d856f006006083",
-                "sha256:936d68689298c36b53b29f23c6dbb74de12b4ac12ca6cfe0e047bedceea56180",
-                "sha256:9b22676e8097e9e22e36d6b7bda33190d0d400f345f23d4065d48f4ca7ae0425",
-                "sha256:a4d3091415f010369ae4ed1fc6b79def9416358877534caf6a0fdd2146c87a3e",
-                "sha256:a8786accb172bd8afb8be14490a16625cbc387036876ab6ba70912730faf8e1f",
-                "sha256:a9f8c2e67970f13b16084e04f134610fd1d374bf477b17ec1599185cf611d725",
-                "sha256:bc2fa7c6b47d6bc618dd7fb02ef6fdedb1090ec036abab80d4681424b84c1183",
-                "sha256:c70c95198c015b85feafc136515252a261a84561b7b1d51e3384e0655ddf25ab",
-                "sha256:cc1c1159b3d456576af7a3e4d1ba7e6924cb39de8f67111c735f6fc832082774",
-                "sha256:ce826d6ef20b1bc864f0a68340c8b3287705cae2f8b4b1d932177dcc76721725",
-                "sha256:d584d9ec91ad65861cc08d42e834324ef890a082e591037abe114850ff7bbc3e",
-                "sha256:d7fded462629cfa4b685c5416b949ebad6cec74af5e2d42905d41e257e0869f5",
-                "sha256:d84a1718ee396f54f3a086ea0a66d8e552b2ab2017ef8b420e92edbc841c352d",
-                "sha256:d8e03406cac8513435335dbab54c0d385e4a49e4945d2909a581c83647ca0290",
-                "sha256:e10ce637b18caea04431ce14fabcf5c64a1c61ec9c56b071a4b7ca131ca52d44",
-                "sha256:ec031d5d2feb36d1d1a24380e4db6d43695f3748343d99434e6f5f9156aaa2ed",
-                "sha256:ef6107725bd54b262d6dedcc2af448a266975032bc85ef0172c5f059da6325b4",
-                "sha256:efdca5630322a10774e8e98e1af481aad470dd62c3170801852d752aa7a783ba",
-                "sha256:f753120cb8181e736c57ef7636e83f31b9c0d1722c516f7e86cf15b7aa57ff12",
-                "sha256:ff3824dc5261f50c9b0dfb3be22b4567a6f938ccce4587b38952d85fd9e9afe4"
+                "sha256:2f932b14ed08de5fcf0b391ace2642f858f1394c0857202959000b68ed7a458a",
+                "sha256:95b2b5eaf832e469d141a378872480ede3f251a5a5041b8ec6e581d3ac71bbf3"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==6.0.2"
+            "version": "==0.3.0"
+        },
+        "pyyaml": {
+            "hashes": [
+                "sha256:00c4bdeba853cc34e7dd471f16b4114f4162dc03e6b7afcc2128711f0eca823c",
+                "sha256:0150219816b6a1fa26fb4699fb7daa9caf09eb1999f3b70fb6e786805e80375a",
+                "sha256:02893d100e99e03eda1c8fd5c441d8c60103fd175728e23e431db1b589cf5ab3",
+                "sha256:02ea2dfa234451bbb8772601d7b8e426c2bfa197136796224e50e35a78777956",
+                "sha256:0f29edc409a6392443abf94b9cf89ce99889a1dd5376d94316ae5145dfedd5d6",
+                "sha256:10892704fc220243f5305762e276552a0395f7beb4dbf9b14ec8fd43b57f126c",
+                "sha256:16249ee61e95f858e83976573de0f5b2893b3677ba71c9dd36b9cf8be9ac6d65",
+                "sha256:1d37d57ad971609cf3c53ba6a7e365e40660e3be0e5175fa9f2365a379d6095a",
+                "sha256:1ebe39cb5fc479422b83de611d14e2c0d3bb2a18bbcb01f229ab3cfbd8fee7a0",
+                "sha256:214ed4befebe12df36bcc8bc2b64b396ca31be9304b8f59e25c11cf94a4c033b",
+                "sha256:2283a07e2c21a2aa78d9c4442724ec1eb15f5e42a723b99cb3d822d48f5f7ad1",
+                "sha256:22ba7cfcad58ef3ecddc7ed1db3409af68d023b7f940da23c6c2a1890976eda6",
+                "sha256:27c0abcb4a5dac13684a37f76e701e054692a9b2d3064b70f5e4eb54810553d7",
+                "sha256:28c8d926f98f432f88adc23edf2e6d4921ac26fb084b028c733d01868d19007e",
+                "sha256:2e71d11abed7344e42a8849600193d15b6def118602c4c176f748e4583246007",
+                "sha256:34d5fcd24b8445fadc33f9cf348c1047101756fd760b4dacb5c3e99755703310",
+                "sha256:37503bfbfc9d2c40b344d06b2199cf0e96e97957ab1c1b546fd4f87e53e5d3e4",
+                "sha256:3c5677e12444c15717b902a5798264fa7909e41153cdf9ef7ad571b704a63dd9",
+                "sha256:3ff07ec89bae51176c0549bc4c63aa6202991da2d9a6129d7aef7f1407d3f295",
+                "sha256:41715c910c881bc081f1e8872880d3c650acf13dfa8214bad49ed4cede7c34ea",
+                "sha256:418cf3f2111bc80e0933b2cd8cd04f286338bb88bdc7bc8e6dd775ebde60b5e0",
+                "sha256:44edc647873928551a01e7a563d7452ccdebee747728c1080d881d68af7b997e",
+                "sha256:4a2e8cebe2ff6ab7d1050ecd59c25d4c8bd7e6f400f5f82b96557ac0abafd0ac",
+                "sha256:4ad1906908f2f5ae4e5a8ddfce73c320c2a1429ec52eafd27138b7f1cbe341c9",
+                "sha256:501a031947e3a9025ed4405a168e6ef5ae3126c59f90ce0cd6f2bfc477be31b7",
+                "sha256:5190d403f121660ce8d1d2c1bb2ef1bd05b5f68533fc5c2ea899bd15f4399b35",
+                "sha256:5498cd1645aa724a7c71c8f378eb29ebe23da2fc0d7a08071d89469bf1d2defb",
+                "sha256:5cf4e27da7e3fbed4d6c3d8e797387aaad68102272f8f9752883bc32d61cb87b",
+                "sha256:5e0b74767e5f8c593e8c9b5912019159ed0533c70051e9cce3e8b6aa699fcd69",
+                "sha256:5ed875a24292240029e4483f9d4a4b8a1ae08843b9c54f43fcc11e404532a8a5",
+                "sha256:5fcd34e47f6e0b794d17de1b4ff496c00986e1c83f7ab2fb8fcfe9616ff7477b",
+                "sha256:5fdec68f91a0c6739b380c83b951e2c72ac0197ace422360e6d5a959d8d97b2c",
+                "sha256:6344df0d5755a2c9a276d4473ae6b90647e216ab4757f8426893b5dd2ac3f369",
+                "sha256:64386e5e707d03a7e172c0701abfb7e10f0fb753ee1d773128192742712a98fd",
+                "sha256:652cb6edd41e718550aad172851962662ff2681490a8a711af6a4d288dd96824",
+                "sha256:66291b10affd76d76f54fad28e22e51719ef9ba22b29e1d7d03d6777a9174198",
+                "sha256:66e1674c3ef6f541c35191caae2d429b967b99e02040f5ba928632d9a7f0f065",
+                "sha256:6adc77889b628398debc7b65c073bcb99c4a0237b248cacaf3fe8a557563ef6c",
+                "sha256:79005a0d97d5ddabfeeea4cf676af11e647e41d81c9a7722a193022accdb6b7c",
+                "sha256:7c6610def4f163542a622a73fb39f534f8c101d690126992300bf3207eab9764",
+                "sha256:7f047e29dcae44602496db43be01ad42fc6f1cc0d8cd6c83d342306c32270196",
+                "sha256:8098f252adfa6c80ab48096053f512f2321f0b998f98150cea9bd23d83e1467b",
+                "sha256:850774a7879607d3a6f50d36d04f00ee69e7fc816450e5f7e58d7f17f1ae5c00",
+                "sha256:8d1fab6bb153a416f9aeb4b8763bc0f22a5586065f86f7664fc23339fc1c1fac",
+                "sha256:8da9669d359f02c0b91ccc01cac4a67f16afec0dac22c2ad09f46bee0697eba8",
+                "sha256:8dc52c23056b9ddd46818a57b78404882310fb473d63f17b07d5c40421e47f8e",
+                "sha256:9149cad251584d5fb4981be1ecde53a1ca46c891a79788c0df828d2f166bda28",
+                "sha256:93dda82c9c22deb0a405ea4dc5f2d0cda384168e466364dec6255b293923b2f3",
+                "sha256:96b533f0e99f6579b3d4d4995707cf36df9100d67e0c8303a0c55b27b5f99bc5",
+                "sha256:9c57bb8c96f6d1808c030b1687b9b5fb476abaa47f0db9c0101f5e9f394e97f4",
+                "sha256:9c7708761fccb9397fe64bbc0395abcae8c4bf7b0eac081e12b809bf47700d0b",
+                "sha256:9f3bfb4965eb874431221a3ff3fdcddc7e74e3b07799e0e84ca4a0f867d449bf",
+                "sha256:a33284e20b78bd4a18c8c2282d549d10bc8408a2a7ff57653c0cf0b9be0afce5",
+                "sha256:a80cb027f6b349846a3bf6d73b5e95e782175e52f22108cfa17876aaeff93702",
+                "sha256:b30236e45cf30d2b8e7b3e85881719e98507abed1011bf463a8fa23e9c3e98a8",
+                "sha256:b3bc83488de33889877a0f2543ade9f70c67d66d9ebb4ac959502e12de895788",
+                "sha256:b865addae83924361678b652338317d1bd7e79b1f4596f96b96c77a5a34b34da",
+                "sha256:b8bb0864c5a28024fac8a632c443c87c5aa6f215c0b126c449ae1a150412f31d",
+                "sha256:ba1cc08a7ccde2d2ec775841541641e4548226580ab850948cbfda66a1befcdc",
+                "sha256:bdb2c67c6c1390b63c6ff89f210c8fd09d9a1217a465701eac7316313c915e4c",
+                "sha256:c1ff362665ae507275af2853520967820d9124984e0f7466736aea23d8611fba",
+                "sha256:c2514fceb77bc5e7a2f7adfaa1feb2fb311607c9cb518dbc378688ec73d8292f",
+                "sha256:c3355370a2c156cffb25e876646f149d5d68f5e0a3ce86a5084dd0b64a994917",
+                "sha256:c458b6d084f9b935061bc36216e8a69a7e293a2f1e68bf956dcd9e6cbcd143f5",
+                "sha256:d0eae10f8159e8fdad514efdc92d74fd8d682c933a6dd088030f3834bc8e6b26",
+                "sha256:d76623373421df22fb4cf8817020cbb7ef15c725b9d5e45f17e189bfc384190f",
+                "sha256:ebc55a14a21cb14062aa4162f906cd962b28e2e9ea38f9b4391244cd8de4ae0b",
+                "sha256:eda16858a3cab07b80edaf74336ece1f986ba330fdb8ee0d6c0d68fe82bc96be",
+                "sha256:ee2922902c45ae8ccada2c5b501ab86c36525b883eff4255313a253a3160861c",
+                "sha256:efd7b85f94a6f21e4932043973a7ba2613b059c4a000551892ac9f1d11f5baf3",
+                "sha256:f7057c9a337546edc7973c0d3ba84ddcdf0daa14533c2065749c9075001090e6",
+                "sha256:fa160448684b4e94d80416c0fa4aac48967a969efe22931448d853ada8baf926",
+                "sha256:fc09d0aa354569bc501d4e787133afc08552722d3ab34836a80547331bb5d4a0"
+            ],
+            "markers": "python_version >= '3.8'",
+            "version": "==6.0.3"
         },
         "requests": {
             "hashes": [
-                "sha256:55365417734eb18255590a9ff9eb97e9e1da868d4ccd6402399eaf68af20a760",
-                "sha256:70761cfe03c773ceb22aa2f671b4757976145175cdfca038c02654d061d6dcc6"
+                "sha256:2462f94637a34fd532264295e186976db0f5d453d1cdd31473c85a6a161affb6",
+                "sha256:dbba0bac56e100853db0ea71b82b4dfd5fe2bf6d3754a8893c3af500cec7d7cf"
             ],
-            "markers": "python_version >= '3.8'",
-            "version": "==2.32.3"
+            "markers": "python_version >= '3.9'",
+            "version": "==2.32.5"
         },
         "shandy-sqlfmt": {
             "hashes": [
@@ -600,12 +663,12 @@
         },
         "tinybird-cli": {
             "hashes": [
-                "sha256:5ea2c759fff89d5a1104cdfdd5fd8e2bfde68445ea8635e1ef1031403e558863",
-                "sha256:7e855f9338b2e982237e25bb3ad9f0e36c9305ab546c01c68df6c31ad59b2e05"
+                "sha256:a1d0332d4c8f8ef16cedbed6e5a872d5f372604a6bdc6bb9872ebea8e33e0fda",
+                "sha256:f2c4a95f9e4f79cd7bdc39fef1ec093cba2289b7d6a43d888eff26f1b860c370"
             ],
             "index": "pypi",
-            "markers": "python_version < '3.13' and python_version >= '3.9'",
-            "version": "==5.13.1"
+            "markers": "python_version < '3.14' and python_version >= '3.9'",
+            "version": "==5.21.1"
         },
         "toposort": {
             "hashes": [
@@ -639,11 +702,11 @@
         },
         "typing-extensions": {
             "hashes": [
-                "sha256:04e5ca0351e0f3f85c6853954072df659d0d13fac324d0072316b67d7794700d",
-                "sha256:1a7ead55c7e559dd4dee8856e3a88b41225abfe1ce8df57b7c13915fe121ffb8"
+                "sha256:0cea48d173cc12fa28ecabc3b837ea3cf6f38c6d1136f85cbaaf598984861466",
+                "sha256:f0fa19c6845758ab08074a0cfa8b7aecb71c999ca73d62883bc25cc018c4e548"
             ],
             "markers": "python_version < '3.13'",
-            "version": "==4.12.2"
+            "version": "==4.15.0"
         },
         "urllib3": {
             "hashes": [
diff --git a/lib/tinybird/endpoints/get_view_completion_stats.pipe b/lib/tinybird/endpoints/get_view_completion_stats.pipe
new file mode 100644
index 00000000..79009cbe
--- /dev/null
+++ b/lib/tinybird/endpoints/get_view_completion_stats.pipe
@@ -0,0 +1,15 @@
+VERSION 1
+
+NODE endpoint
+SQL >
+    %
+    SELECT
+        viewId,
+        versionNumber,
+        COUNT(DISTINCT pageNumber) as pages_viewed
+    FROM page_views__v3
+    WHERE
+        documentId = {{ String(documentId, required=True) }}
+        AND viewId NOT IN splitByChar(',', {{ String(excludedViewIds, required=True) }})
+        AND time >= {{ Int64(since, required=True) }}
+    GROUP BY viewId, versionNumber
diff --git a/lib/tinybird/pipes.ts b/lib/tinybird/pipes.ts
index f1635e28..4b98d610 100644
--- a/lib/tinybird/pipes.ts
+++ b/lib/tinybird/pipes.ts
@@ -35,6 +35,20 @@ export const getViewPageDuration = tb.buildPipe({
   }),
 });
 
+export const getViewCompletionStats = tb.buildPipe({
+  pipe: "get_view_completion_stats__v1",
+  parameters: z.object({
+    documentId: z.string(),
+    excludedViewIds: z.string().describe("Comma separated viewIds"),
+    since: z.number(),
+  }),
+  data: z.object({
+    viewId: z.string(),
+    versionNumber: z.number().int(),
+    pages_viewed: z.number(),
+  }),
+});
+
 export const getTotalDocumentDuration = tb.buildPipe({
   pipe: "get_total_document_duration__v1",
   parameters: z.object({
diff --git a/pages/api/teams/[teamId]/documents/[id]/stats.ts b/pages/api/teams/[teamId]/documents/[id]/stats.ts
index 1e0bce38..f456fb60 100644
--- a/pages/api/teams/[teamId]/documents/[id]/stats.ts
+++ b/pages/api/teams/[teamId]/documents/[id]/stats.ts
@@ -9,9 +9,11 @@ import prisma from "@/lib/prisma";
 import {
   getTotalAvgPageDuration,
   getTotalDocumentDuration,
-  getViewPageDuration,
 } from "@/lib/tinybird";
-import { getVideoEventsByDocument } from "@/lib/tinybird/pipes";
+import {
+  getVideoEventsByDocument,
+  getViewCompletionStats,
+} from "@/lib/tinybird/pipes";
 import { CustomUser } from "@/lib/types";
 
 export default async function handle(
@@ -187,25 +189,35 @@ export default async function handle(
             completionRates.reduce((sum, rate) => sum + rate, 0) /
             completionRates.length;
         } else {
-          // For document (PDF) type, calculate based on pages viewed
-          const completionRates = await Promise.all(
-            filteredViews.map(async (view) => {
-              const pageData = await getViewPageDuration({
-                documentId: docId,
-                viewId: view.id,
-                since: 0,
-              });
+          // For document type, calculate based on pages viewed
+          const completionStats = await getViewCompletionStats({
+            documentId: docId,
+            excludedViewIds: allExcludedViews.map((v) => v.id).join(","),
+            since: 0,
+          });
 
-              const relevantVersion = document.versions.find(
-                (version) => version.createdAt <= view.viewedAt,
-              );
-              const numPages =
-                relevantVersion?.numPages || document.numPages || 0;
-
-              return numPages > 0 ? (pageData.data.length / numPages) * 100 : 0;
-            }),
+          // Build lookup map for O(1) access: viewId -> { versionNumber, pages_viewed }
+          const statsMap = new Map(
+            completionStats.data.map((s) => [
+              s.viewId,
+              { versionNumber: s.versionNumber, pagesViewed: s.pages_viewed },
+            ]),
           );
 
+          const completionRates = filteredViews.map((view) => {
+            const viewStats = statsMap.get(view.id);
+            if (!viewStats) return 0;
+
+            // Find the version that matches the versionNumber from Tinybird
+            const relevantVersion = document.versions.find(
+              (version) => version.versionNumber === viewStats.versionNumber,
+            );
+            const numPages =
+              relevantVersion?.numPages || document.numPages || 0;
+
+            return numPages > 0 ? (viewStats.pagesViewed / numPages) * 100 : 0;
+          });
+
           avgCompletionRate =
             completionRates.reduce((sum, rate) => sum + rate, 0) /
             completionRates.length;