{"id":114897,"date":"2026-10-10T12:58:05","date_gmt":"2026-10-10T04:58:05","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/114897.html"},"modified":"2026-10-10T12:58:05","modified_gmt":"2026-10-10T04:58:05","slug":"%e7%94%a8-serpbase-%e9%87%87%e9%9b%86%e7%9a%84%e6%95%b0%e6%8d%ae%e8%90%bd%e6%88%90-parquet%e5%86%8d%e7%94%a8-duckdb-%e5%81%9a%e5%88%86%e6%9e%90","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/114897.html","title":{"rendered":"\u7528 SerpBase \u91c7\u96c6\u7684\u6570\u636e\u843d\u6210 Parquet,\u518d\u7528 DuckDB \u505a\u5206\u6790"},"content":{"rendered":"<p>\u7528 SERP API \u91c7\u56de\u6765\u7684\u6570\u636e,\u7edd\u5927\u591a\u6570\u4eba\u5c31\u662f\u5f80\u78c1\u76d8\u4e0a\u4e00\u6254,\u4e00\u5806 keyword_2026-10-10_p1.json\u3002\u771f\u8981\u7528\u7684\u65f6\u5019\u624d\u53d1\u73b0:\u60f3\u77e5\u9053&#034;\u8fd9\u4e2a\u6708\u54ea\u4e9b\u5173\u952e\u8bcd\u7684 top10 \u6362\u8fc7 30% \u4ee5\u4e0a&#034;,\u5f97\u5199\u4e00\u5806\u5faa\u73af\u8bfb JSON\u3001\u9010\u6761\u6bd4\u5bf9,\u8dd1\u4e00\u6b21\u5341\u5206\u949f\u3002<\/p>\n<p>\u6211\u540e\u6765\u628a\u91c7\u96c6\u7ed3\u679c\u7edf\u4e00\u843d\u6210 Parquet\u3001\u7528 DuckDB \u67e5,\u540c\u6837\u7684\u95ee\u9898\u51e0\u79d2\u949f\u51fa\u7ed3\u679c\u3002\u8fd9\u7bc7\u8bb2\u8fd9\u5957\u8f7b\u91cf\u6570\u636e\u6808\u600e\u4e48\u642d,\u4ee3\u7801\u53ef\u4ee5\u76f4\u63a5\u6284\u3002<\/p>\n<h3>\u4e3a\u4ec0\u4e48\u662f Parquet &#043; DuckDB<\/h3>\n<p>\u5148\u8bf4\u9009\u578b\u7406\u7531,\u4e0d\u8bb2\u7a7a\u8bdd:<\/p>\n<ul>\n<li>Parquet \u662f\u5217\u5f0f\u5b58\u50a8:\u53ea\u8bfb\u4f60\u8981\u7684\u5217,\u6570\u636e\u91cf\u5927\u4e86\u4f18\u52bf\u660e\u663e;\u81ea\u5e26\u538b\u7f29,\u78c1\u76d8\u5360\u7528\u901a\u5e38\u6bd4\u539f\u59cb JSON \u5c0f\u597d\u51e0\u500d;schema \u660e\u786e,\u4e0d\u4f1a\u51fa\u73b0\u67d0\u5929\u5b57\u6bb5\u7a81\u7136\u53d8\u4e86\u5374\u6ca1\u4eba\u53d1\u73b0\u3002<\/li>\n<li>DuckDB \u662f\u5d4c\u5165\u5f0f\u5206\u6790\u6570\u636e\u5e93:\u5355\u6587\u4ef6\u3001\u96f6\u90e8\u7f72,\u76f4\u63a5 SELECT * FROM &#039;xxx.parquet&#039; \u5c31\u80fd\u67e5;\u652f\u6301\u6807\u51c6 SQL,\u56e2\u961f\u91cc\u8c01\u90fd\u4f1a\u7528;\u4e0d\u9700\u8981\u8d77\u670d\u52a1\u3001\u4e0d\u9700\u8981\u88c5\u9a71\u52a8\u3002<\/li>\n<li>\u4e24\u8005\u90fd\u4e0d\u4f9d\u8d56\u5916\u90e8\u670d\u52a1:\u5bf9\u4e2a\u4eba\u5f00\u53d1\u8005\u548c\u4e2d\u5c0f\u56e2\u961f,\u4e0d\u7528\u7ef4\u62a4\u6570\u4ed3,\u672c\u5730\u5c31\u80fd\u8dd1\u3002<\/li>\n<\/ul>\n<h3>\u7b2c\u4e00\u6b65:\u91c7\u96c6\u65f6\u5c31\u628a\u5b57\u6bb5\u62cd\u5e73<\/h3>\n<p>\u5173\u952e\u5728\u91c7\u96c6\u9636\u6bb5\u5c31\u628a\u5d4c\u5957\u7ed3\u6784\u62cd\u5e73\u6210&#034;\u4e00\u884c\u4e00\u4e2a\u7ed3\u679c&#034;\u7684\u5bbd\u8868,\u522b\u7b49\u5230\u5206\u6790\u65f6\u518d\u62c6\u3002<\/p>\n<p><span class=\"token keyword\">import<\/span> json<span class=\"token punctuation\">,<\/span> time<span class=\"token punctuation\">,<\/span> requests<span class=\"token punctuation\">,<\/span> pyarrow <span class=\"token keyword\">as<\/span> pa<span class=\"token punctuation\">,<\/span> pyarrow<span class=\"token punctuation\">.<\/span>parquet <span class=\"token keyword\">as<\/span> pq<br \/>\n<span class=\"token keyword\">from<\/span> pathlib <span class=\"token keyword\">import<\/span> Path  <\/p>\n<p>BASE <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;https:\/\/api.serpbase.dev&#034;<\/span><br \/>\nHEADERS <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;X-API-Key&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;YOUR_API_KEY&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;Content-Type&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;application\/json&#034;<\/span><span class=\"token punctuation\">}<\/span><br \/>\nOUT <span class=\"token operator\">&#061;<\/span> Path<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;serp_lake&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span> OUT<span class=\"token punctuation\">.<\/span>mkdir<span class=\"token punctuation\">(<\/span>exist_ok<span class=\"token operator\">&#061;<\/span><span class=\"token boolean\">True<\/span><span class=\"token punctuation\">)<\/span>  <\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">collect_one<\/span><span class=\"token punctuation\">(<\/span>keyword<span class=\"token punctuation\">,<\/span> gl<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;us&#034;<\/span><span class=\"token punctuation\">,<\/span> hl<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;en&#034;<\/span><span class=\"token punctuation\">,<\/span> page<span class=\"token operator\">&#061;<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">,<\/span> device<span class=\"token operator\">&#061;<\/span><span class=\"token boolean\">None<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    body <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;q&#034;<\/span><span class=\"token punctuation\">:<\/span> keyword<span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;gl&#034;<\/span><span class=\"token punctuation\">:<\/span> gl<span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;hl&#034;<\/span><span class=\"token punctuation\">:<\/span> hl<span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;page&#034;<\/span><span class=\"token punctuation\">:<\/span> page<span class=\"token punctuation\">}<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> device<span class=\"token punctuation\">:<\/span><br \/>\n        body<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;device&#034;<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#061;<\/span> device<br \/>\n    r <span class=\"token operator\">&#061;<\/span> requests<span class=\"token punctuation\">.<\/span>post<span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>BASE<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">\/google\/search&#034;<\/span><\/span><span class=\"token punctuation\">,<\/span> headers<span class=\"token operator\">&#061;<\/span>HEADERS<span class=\"token punctuation\">,<\/span> json<span class=\"token operator\">&#061;<\/span>body<span class=\"token punctuation\">,<\/span> timeout<span class=\"token operator\">&#061;<\/span><span class=\"token number\">20<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    payload <span class=\"token operator\">&#061;<\/span> r<span class=\"token punctuation\">.<\/span>json<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> payload<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;status&#034;<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">!&#061;<\/span> <span class=\"token number\">0<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">]<\/span><br \/>\n    rows <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">]<\/span><br \/>\n    <span class=\"token keyword\">for<\/span> item <span class=\"token keyword\">in<\/span> payload<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;organic&#034;<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">or<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        rows<span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">{<\/span><br \/>\n            <span class=\"token string\">&#034;keyword&#034;<\/span><span class=\"token punctuation\">:<\/span> keyword<span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token string\">&#034;gl&#034;<\/span><span class=\"token punctuation\">:<\/span> gl<span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token string\">&#034;hl&#034;<\/span><span class=\"token punctuation\">:<\/span> hl<span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token string\">&#034;page&#034;<\/span><span class=\"token punctuation\">:<\/span> page<span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token string\">&#034;device&#034;<\/span><span class=\"token punctuation\">:<\/span> device <span class=\"token keyword\">or<\/span> <span class=\"token string\">&#034;default&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token string\">&#034;rank&#034;<\/span><span class=\"token punctuation\">:<\/span> item<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;rank&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token string\">&#034;title&#034;<\/span><span class=\"token punctuation\">:<\/span> item<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;title&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token string\">&#034;link&#034;<\/span><span class=\"token punctuation\">:<\/span> item<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;link&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token string\">&#034;snippet&#034;<\/span><span class=\"token punctuation\">:<\/span> item<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;snippet&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token string\">&#034;date&#034;<\/span><span class=\"token punctuation\">:<\/span> item<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;date&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token comment\"># \u4fe1\u5c01\u5b57\u6bb5\u4e5f\u5e26\u4e0a,\u540e\u9762\u7b97\u6210\u672c\u76f4\u63a5\u805a\u5408  <\/span><br \/>\n            <span class=\"token string\">&#034;request_id&#034;<\/span><span class=\"token punctuation\">:<\/span> payload<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;request_id&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token string\">&#034;elapsed_ms&#034;<\/span><span class=\"token punctuation\">:<\/span> payload<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;elapsed_ms&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token string\">&#034;credits_charged&#034;<\/span><span class=\"token punctuation\">:<\/span> payload<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;credits_charged&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token string\">&#034;collected_at&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">int<\/span><span class=\"token punctuation\">(<\/span>time<span class=\"token punctuation\">.<\/span>time<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> rows<\/p>\n<p>\u56db\u4e2a\u8bbe\u8ba1\u70b9:<\/p>\n<li>\u4e00\u884c\u4e00\u4e2a organic \u7ed3\u679c,\u4e0d\u662f\u4e00\u884c\u4e00\u4e2a\u54cd\u5e94\u3002\u8fd9\u6837\u540e\u9762\u6309 URL \u505a diff \u6700\u81ea\u7136\u3002<\/li>\n<li>\u628a gl\/hl\/page\/device \u5199\u8fdb\u6bcf\u4e00\u884c\u3002\u8fd9\u56db\u4e2a\u7ef4\u5ea6\u4e0d\u843d\u5730,\u8de8\u5730\u533a\u5206\u6790\u4e00\u5b9a\u4f1a\u9519\u2014\u2014\u8fd9\u662f\u6211\u8e29\u8fc7\u7684\u5751,\u7f13\u5b58\u952e\u7684\u6559\u8bad\u540c\u6837\u9002\u7528\u3002<\/li>\n<li>\u628a\u4fe1\u5c01\u5b57\u6bb5(request_id\/elapsed_ms\/credits_charged)\u4e5f\u5e26\u4e0a\u3002\u8fd9\u6837\u6210\u672c\u548c\u5ef6\u8fdf\u5206\u6790\u4e0d\u7528\u53e6\u5916\u5efa\u8868\u3002<\/li>\n<li>collected_at \u7528\u6574\u6570\u65f6\u95f4\u6233\u3002Parquet \u91cc\u5b58\u65f6\u95f4\u6233\u7c7b\u578b\u4e5f\u53ef\u4ee5,\u4f46\u6574\u6570\u6700\u7701\u4e8b,\u8de8\u65f6\u533a\u4e0d\u4f1a\u8e29\u5751\u3002<\/li>\n<h3>\u7b2c\u4e8c\u6b65:\u6279\u91cf\u843d\u6210 Parquet,\u6309\u5929\u5206\u533a<\/h3>\n<p><span class=\"token keyword\">import<\/span> datetime  <\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">collect_batch<\/span><span class=\"token punctuation\">(<\/span>keywords<span class=\"token punctuation\">,<\/span> gl<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;us&#034;<\/span><span class=\"token punctuation\">,<\/span> hl<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;en&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\nall_rows <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">]<\/span><br \/>\n<span class=\"token keyword\">for<\/span> kw <span class=\"token keyword\">in<\/span> keywords<span class=\"token punctuation\">:<\/span><br \/>\nall_rows<span class=\"token punctuation\">.<\/span>extend<span class=\"token punctuation\">(<\/span>collect_one<span class=\"token punctuation\">(<\/span>kw<span class=\"token punctuation\">,<\/span> gl<span class=\"token operator\">&#061;<\/span>gl<span class=\"token punctuation\">,<\/span> hl<span class=\"token operator\">&#061;<\/span>hl<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\ntime<span class=\"token punctuation\">.<\/span>sleep<span class=\"token punctuation\">(<\/span><span class=\"token number\">0.25<\/span><span class=\"token punctuation\">)<\/span>              <span class=\"token comment\"># \u5300\u901f\u914d\u901f,\u522b\u6253\u6ee1\u914d\u989d\u7a97\u53e3  <\/span><br \/>\n<span class=\"token keyword\">if<\/span> <span class=\"token keyword\">not<\/span> all_rows<span class=\"token punctuation\">:<\/span><br \/>\n<span class=\"token keyword\">return<\/span> <span class=\"token boolean\">None<\/span><br \/>\n<span class=\"token comment\"># \u6309\u5929\u5206\u533a:\u4e00\u5929\u4e00\u4e2a\u6587\u4ef6,\u907f\u514d\u5355\u6587\u4ef6\u8fc7\u5927,\u4e5f\u65b9\u4fbf\u589e\u91cf\u8ffd\u52a0  <\/span><br \/>\nday <span class=\"token operator\">&#061;<\/span> datetime<span class=\"token punctuation\">.<\/span>date<span class=\"token punctuation\">.<\/span>today<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>isoformat<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\npath <span class=\"token operator\">&#061;<\/span> OUT <span class=\"token operator\">\/<\/span> <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;day&#061;<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>day<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span> <span class=\"token operator\">\/<\/span> <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;serp-<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span><span class=\"token builtin\">int<\/span><span class=\"token punctuation\">(<\/span>time<span class=\"token punctuation\">.<\/span>time<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">.parquet&#034;<\/span><\/span><br \/>\npath<span class=\"token punctuation\">.<\/span>parent<span class=\"token punctuation\">.<\/span>mkdir<span class=\"token punctuation\">(<\/span>parents<span class=\"token operator\">&#061;<\/span><span class=\"token boolean\">True<\/span><span class=\"token punctuation\">,<\/span> exist_ok<span class=\"token operator\">&#061;<\/span><span class=\"token boolean\">True<\/span><span class=\"token punctuation\">)<\/span><br \/>\ntable <span class=\"token operator\">&#061;<\/span> pa<span class=\"token punctuation\">.<\/span>Table<span class=\"token punctuation\">.<\/span>from_pylist<span class=\"token punctuation\">(<\/span>all_rows<span class=\"token punctuation\">)<\/span><br \/>\npq<span class=\"token punctuation\">.<\/span>write_table<span class=\"token punctuation\">(<\/span>table<span class=\"token punctuation\">,<\/span> path<span class=\"token punctuation\">,<\/span> compression<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;zstd&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n<span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;wrote <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span><span class=\"token builtin\">len<\/span><span class=\"token punctuation\">(<\/span>all_rows<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\"> rows -&gt; <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>path<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><br \/>\n<span class=\"token keyword\">return<\/span> path<\/p>\n<p>\u6309\u5929\u5206\u533a(day&#061;YYYY-MM-DD\/)\u662f\u523b\u610f\u7684:\u540e\u7eed\u505a&#034;\u6309\u5929\u5bf9\u6bd4&#034;\u65f6,DuckDB \u53ef\u4ee5\u76f4\u63a5\u7528\u901a\u914d\u7b26\u53ea\u626b\u76f8\u5173\u5206\u533a,\u4e0d\u7528\u5168\u8868\u626b\u63cf\u3002<\/p>\n<h3>\u7b2c\u4e09\u6b65:\u7528 DuckDB \u505a\u4e09\u4ef6\u6700\u5e38\u95ee\u7684\u4e8b<\/h3>\n<p>\u88c5\u5b8c DuckDB(pip install duckdb)\u5c31\u80fd\u76f4\u63a5\u67e5 Parquet \u6587\u4ef6,\u4e0d\u7528\u5148\u5efa\u8868\u3002<\/p>\n<p>\u95ee\u9898\u4e00:\u672c\u6708\u54ea\u4e9b\u5173\u952e\u8bcd\u7684 top10 \u6362\u8fc7 30% \u4ee5\u4e0a?<\/p>\n<p><span class=\"token keyword\">import<\/span> duckdb  <\/p>\n<p>con <span class=\"token operator\">&#061;<\/span> duckdb<span class=\"token punctuation\">.<\/span>connect<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>  <\/p>\n<p>sql <span class=\"token operator\">&#061;<\/span> <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;<br \/>\nWITH ranked AS (<br \/>\n  SELECT keyword,<br \/>\n         date_trunc(&#039;day&#039;, to_timestamp(collected_at)) AS day,<br \/>\n         list(link ORDER BY rank) AS top10<br \/>\n  FROM &#039;serp_lake\/day&#061;*\/serp-*.parquet&#039;<br \/>\n  WHERE rank &lt;&#061; 10<br \/>\n  GROUP BY keyword, day<br \/>\n),<br \/>\npairs AS (<br \/>\n  SELECT keyword,<br \/>\n         day,<br \/>\n         top10,<br \/>\n         lag(top10) OVER (PARTITION BY keyword ORDER BY day) AS prev<br \/>\n  FROM ranked<br \/>\n)<br \/>\nSELECT keyword,<br \/>\n       day,<br \/>\n       round(100.0 * len(list_intersect(top10, prev)) \/ 10, 1) AS overlap_pct<br \/>\nFROM pairs<br \/>\nWHERE prev IS NOT NULL<br \/>\n  AND len(list_intersect(top10, prev)) &lt; 7     &#8212; \u91cd\u5408\u4e0d\u8db3 7 \u6761 &#061; \u6362\u8fc7 30% \u4ee5\u4e0a<br \/>\nORDER BY overlap_pct ASC<br \/>\n&#034;&#034;&#034;<\/span><br \/>\n<span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span>con<span class=\"token punctuation\">.<\/span>execute<span class=\"token punctuation\">(<\/span>sql<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>fetchdf<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>list_intersect \u662f DuckDB \u7684\u5217\u8868\u51fd\u6570,\u76f4\u63a5\u7b97\u4e24\u4e2a top10 \u96c6\u5408\u7684\u4ea4\u96c6,\u4e0d\u7528\u81ea\u5df1\u5199\u5faa\u73af\u3002\u8fd9\u4e00\u6761 SQL \u66ff\u4f60\u7701\u6389\u4e86\u4e00\u6574\u5957 diff \u811a\u672c\u3002<\/p>\n<p>\u95ee\u9898\u4e8c:\u6210\u672c\u4e0e\u5ef6\u8fdf\u6309\u7aef\u70b9\u548c\u5730\u533a\u62c6\u5f00\u770b\u3002<\/p>\n<p>sql2 <span class=\"token operator\">&#061;<\/span> <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;<br \/>\nSELECT gl,<br \/>\ncount(DISTINCT keyword)          AS keywords,<br \/>\nsum(credits_charged)             AS total_credits,<br \/>\nround(avg(elapsed_ms), 0)        AS avg_ms,<br \/>\nquantile_cont(elapsed_ms, 0.95)  AS p95_ms<br \/>\nFROM &#039;serp_lake\/day&#061;*\/serp-*.parquet&#039;<br \/>\nGROUP BY gl<br \/>\nORDER BY total_credits DESC<br \/>\n&#034;&#034;&#034;<\/span><\/p>\n<p>\u8fd9\u91cc\u4f53\u73b0\u51fa\u4fe1\u5c01\u5b57\u6bb5\u843d\u5730\u7684\u4ef7\u503c:\u6210\u672c\u3001\u5730\u57df\u3001\u5ef6\u8fdf\u4e09\u4e2a\u7ef4\u5ea6\u4e00\u6761 SQL \u5168\u51fa\u6765,\u4e0d\u7528\u56de\u5934\u7ffb\u65e5\u5fd7\u3002<\/p>\n<p>\u95ee\u9898\u4e09:\u4e00\u4e2a\u65b0\u8bcd\u6700\u65e9\u51fa\u73b0\u5728\u54ea\u5929?<\/p>\n<p>sql3 <span class=\"token operator\">&#061;<\/span> <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;<br \/>\nSELECT keyword,<br \/>\n       min(to_timestamp(collected_at)) AS first_seen<br \/>\nFROM &#039;serp_lake\/day&#061;*\/serp-*.parquet&#039;<br \/>\nGROUP BY keyword<br \/>\nORDER BY first_seen DESC<br \/>\nLIMIT 20<br \/>\n&#034;&#034;&#034;<\/span><\/p>\n<h3>\u6210\u672c\u8d26<\/h3>\n<p>\/google\/search \u662f 1 credit \u4e00\u6b21\u3002\u4e0a\u9762\u7684\u91c7\u96c6\u51fd\u6570\u4e00\u4e2a\u5173\u952e\u8bcd\u4e00\u9875\u5e73\u5747\u8fd4\u56de 10 \u884c\u5de6\u53f3,\u4e5f\u5c31\u662f\u8bf4 100 \u4e2a\u5173\u952e\u8bcd\u843d\u76d8\u5927\u7ea6 1000 \u884c,\u6d88\u8017\u7ea6 100 credits\u3002\u843d Parquet \u548c DuckDB \u67e5\u8be2\u90fd\u5728\u672c\u5730,\u96f6\u989d\u5916\u6210\u672c\u3002<\/p>\n<p>\u771f\u6b63\u7684\u7701\u94b1\u70b9\u5728\u590d\u7528:\u6570\u636e\u4e00\u65e6\u843d\u6210 Parquet,\u540e\u9762\u65e0\u8bba\u6362\u591a\u5c11\u79cd\u5206\u6790\u53e3\u5f84\u3001\u6539\u591a\u5c11\u6b21\u9608\u503c,\u90fd\u662f\u672c\u5730\u91cd\u7b97,\u4e0d\u7528\u91cd\u65b0\u8c03\u63a5\u53e3\u3002\u8fd9\u4e5f\u662f\u6211\u628a&#034;\u91c7\u96c6&#034;\u548c&#034;\u5206\u6790&#034;\u5f7b\u5e95\u5206\u5f00\u7684\u539f\u56e0\u2014\u2014\u91c7\u96c6\u53ea\u8dd1\u4e00\u6b21,\u5206\u6790\u968f\u4fbf\u8dd1\u3002<\/p>\n<p>\u5b57\u6bb5\u53e3\u5f84\u548c\u7aef\u70b9\u8d39\u7387\u6211\u662f\u6309 SerpBase \u7684\u641c\u7d22\u7aef\u70b9\u6587\u6863 \u6838\u5bf9\u7684;\u4fe1\u5c01\u91cc\u7684 credits_charged \u548c elapsed_ms \u5efa\u8bae\u7167\u7740\u4e0a\u9762\u7684\u65b9\u5f0f\u843d\u8fdb\u8868,\u540e\u9762\u505a\u5bf9\u8d26\u548c\u6027\u80fd\u5206\u6790\u90fd\u7701\u4e8b\u3002<\/p>\n<h3>\u4e0b\u4e00\u6b65<\/h3>\n<p>\u6311\u4e09\u4e2a\u4f60\u5e38\u67e5\u7684\u5173\u952e\u8bcd,\u6309\u4e0a\u9762\u7684\u4ee3\u7801\u8dd1\u4e09\u5929,\u770b\u770b Parquet \u6587\u4ef6\u6709\u591a\u5927\u3001DuckDB \u67e5\u4e00\u6b21\u591a\u5feb\u3002\u4f60\u4f1a\u53d1\u73b0\u5728\u8fd9\u4e2a\u91cf\u7ea7\u4e0a,\u4e00\u5957\u8f7b\u91cf\u6570\u636e\u6808\u5b8c\u5168\u591f\u7528,\u4e0d\u9700\u8981\u4e0a\u4efb\u4f55\u771f\u6b63\u610f\u4e49\u4e0a\u7684\u6570\u636e\u4ed3\u5e93\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u7528 SERP API \u91c7\u56de\u6765\u7684\u6570\u636e,\u7edd\u5927\u591a\u6570\u4eba\u5c31\u662f\u5f80\u78c1\u76d8\u4e0a\u4e00\u6254,\u4e00\u5806 keyword_2026-10-10_p1.json\u3002\u771f\u8981\u7528\u7684\u65f6\u5019\u624d\u53d1\u73b0:\u60f3\u77e5\u9053\\&#8221;\u8fd9\u4e2a\u6708\u54ea\u4e9b\u5173\u952e\u8bcd\u7684 top10 \u6362\u8fc7 30% \u4ee5\u4e0a\\&#8221;,\u5f97\u5199\u4e00\u5806\u5faa\u73af\u8bfb JSON\u3001\u9010\u6761\u6bd4\u5bf9,\u8dd1\u4e00\u6b21\u5341\u5206\u949f\u3002<br \/>\n\u6211\u540e\u6765\u628a\u91c7\u96c6\u7ed3\u679c\u7edf\u4e00\u843d\u6210 Parquet\u3001\u7528 DuckDB \u67e5,\u540c\u6837\u7684\u95ee\u9898\u51e0\u79d2\u949f\u51fa\u7ed3\u679c\u3002\u8fd9\u7bc7\u8bb2\u8fd9\u5957\u8f7b\u91cf\u6570\u636e\u6808\u600e\u4e48\u642d,\u4ee3\u7801\u53ef\u4ee5\u76f4\u63a5\u6284\u3002<br \/>\n\u4e3a\u4ec0\u4e48\u662f Parquet  DuckDB<br \/>\n\u5148\u8bf4\u9009\u578b\u7406\u7531,\u4e0d\u8bb2\u7a7a\u8bdd:<br \/>\nParque<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[81,2215,100],"topic":[],"class_list":["post-114897","post","type-post","status-publish","format-standard","hentry","category-server","tag-python","tag-2215","tag-100"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u7528 SerpBase \u91c7\u96c6\u7684\u6570\u636e\u843d\u6210 Parquet,\u518d\u7528 DuckDB \u505a\u5206\u6790 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.wsisp.com\/helps\/114897.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u7528 SerpBase \u91c7\u96c6\u7684\u6570\u636e\u843d\u6210 Parquet,\u518d\u7528 DuckDB \u505a\u5206\u6790 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"og:description\" content=\"\u7528 SERP API \u91c7\u56de\u6765\u7684\u6570\u636e,\u7edd\u5927\u591a\u6570\u4eba\u5c31\u662f\u5f80\u78c1\u76d8\u4e0a\u4e00\u6254,\u4e00\u5806 keyword_2026-10-10_p1.json\u3002\u771f\u8981\u7528\u7684\u65f6\u5019\u624d\u53d1\u73b0:\u60f3\u77e5\u9053&quot;\u8fd9\u4e2a\u6708\u54ea\u4e9b\u5173\u952e\u8bcd\u7684 top10 \u6362\u8fc7 30% 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\/>\n\t<meta name=\"twitter:data1\" content=\"admin\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4\" \/>\n\t<meta name=\"twitter:data2\" content=\"2 \u5206\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/114897.html\",\"url\":\"https:\/\/www.wsisp.com\/helps\/114897.html\",\"name\":\"\u7528 SerpBase \u91c7\u96c6\u7684\u6570\u636e\u843d\u6210 Parquet,\u518d\u7528 DuckDB \u505a\u5206\u6790 - 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