{"id":41752,"date":"2026-01-29T17:46:27","date_gmt":"2026-01-29T09:46:27","guid":{"rendered":"https:\/\/ultimahub.com\/courses\/%course_category%\/ultimahub%e9%ab%98%e7%bb%a9%e6%95%88%e6%95%b0%e6%8d%ae%e5%b7%a5%e7%a8%8bkafkaspark%e5%9f%b9%e8%ae%ad%ef%bc%88%e5%8c%97%e4%b8%8a%e5%b9%bf%e6%b7%b1%ef%bc%89\/"},"modified":"2026-01-30T23:28:17","modified_gmt":"2026-01-30T15:28:17","slug":"ultimahub%e9%ab%98%e7%bb%a9%e6%95%88%e6%95%b0%e6%8d%ae%e5%b7%a5%e7%a8%8bkafkaspark%e5%9f%b9%e8%ae%ad%ef%bc%88%e5%8c%97%e4%b8%8a%e5%b9%bf%e6%b7%b1%ef%bc%89","status":"publish","type":"courses","link":"https:\/\/ultimahub.com\/zh-hans\/courses\/%e6%95%b0%e6%8d%ae%e7%a7%91%e5%ad%a6%e4%b8%8e%e4%ba%ba%e5%b7%a5%e6%99%ba%e8%83%bd\/ultimahub%e9%ab%98%e7%bb%a9%e6%95%88%e6%95%b0%e6%8d%ae%e5%b7%a5%e7%a8%8bkafkaspark%e5%9f%b9%e8%ae%ad%ef%bc%88%e5%8c%97%e4%b8%8a%e5%b9%bf%e6%b7%b1%ef%bc%89\/","title":{"rendered":"Ultimahub\u9ad8\u7ee9\u6548\u6570\u636e\u5de5\u7a0bKafkaSpark\u57f9\u8bad\uff08\u5317\u4e0a\u5e7f\u6df1\uff09"},"content":{"rendered":"<style>   body {     font-family: 'Segoe UI', Roboto, Helvetica, Arial, sans-serif;     color: #333333;     line-height: 1.6;     background: #ffffff;     margin: 0;     padding: 0;   }   h1, h2, h3 {     color: #003366;     margin-top: 24px;     margin-bottom: 12px;   }   p {     margin: 0 0 16px 0;   }   ul {     margin: 0 0 16px 20px;   }   .ultimahub-course-container {     max-width: 1200px;     margin: 0 auto;     padding: 24px;   }   .course-card {     border: 1px solid #ddd;     padding: 20px;     margin-bottom: 15px;     background: #fafafa;   }   .muted {     color: #666666;   }   .inline-note {     font-size: 0.95em;     color: #444444;   } <\/style>\n<div class=\"ultimahub-course-container\">\n<h2>Introduction<\/h2>\n<p>     \u9ad8\u6027\u80fd\u6570\u636e\u5de5\u7a0b\u6b63\u5728\u6210\u4e3a\u5168\u4e9a\u6d32\u7684\u6218\u7565\u80fd\u529b. \u65b0\u52a0\u5761\u4e0e\u9999\u6e2f\u7684\u91d1\u878d\u670d\u52a1\u673a\u6784\u6b63\u5728\u6784\u5efa\u4e8b\u4ef6\u9a71\u52a8\u5e73\u53f0\u4ee5\u5b9e\u73b0\u6b3a\u8bc8\u68c0\u6d4b\u4e0e\u5373\u65f6\u652f\u4ed8. \u4e2d\u56fd\u5185\u5730\u7684\u7535\u5546\u9f99\u5934\u901a\u8fc7\u6301\u7eed\u6570\u636e\u6d41\u4f18\u5316\u63a8\u8350\u4e0e\u7269\u6d41. \u53f0\u6e7e\u7684\u534a\u5bfc\u4f53\u4e0e\u7cbe\u5bc6\u5236\u9020\u4f01\u4e1a\u5229\u7528\u6570\u636e\u7ba1\u9053\u5b9e\u73b0\u9884\u6d4b\u6027\u7ef4\u62a4\u4e0e\u826f\u7387\u4f18\u5316. \u4e1c\u5357\u4e9a\u7684\u7535\u4fe1\u4e0e\u8d85\u7ea7\u5e94\u7528\u751f\u6001\u5c06\u6d41\u5f0f\u5206\u6790\u63a5\u5165\u4e1a\u52a1, \u5728\u63a7\u5236\u65f6\u5ef6\u4e0e\u6210\u672c\u7684\u540c\u65f6\u5b9e\u73b0\u4e2a\u6027\u5316\u4f53\u9a8c. \u5728\u8fd9\u4e9b\u67b6\u6784\u7684\u6838\u5fc3, Apache Kafka \u63d0\u4f9b\u6301\u4e45\u7684\u4e8b\u4ef6\u6d41\u4e0e\u89e3\u8026\u80fd\u529b, \u800c Apache Spark \u63d0\u4f9b\u5927\u89c4\u6a21\u6d41\u5f0f\u4e0e\u6279\u5904\u7406\u53ca\u9ad8\u7ea7\u5206\u6790. \u4e8c\u8005\u534f\u540c\u53ef\u5b9e\u73b0\u5b9e\u65f6\u51b3\u7b56, \u53ef\u9760\u7684\u6570\u636e\u6d41\u52a8, \u4ee5\u53ca\u4e3a\u4e0b\u6e38\u5206\u6790\u4e0e\u673a\u5668\u5b66\u4e60\u63d0\u4f9b\u53ef\u4fe1\u6570\u636e\u96c6\u7684\u7b80\u5316\u8bbf\u95ee.   <\/p>\n<p>     \u533a\u57df\u73af\u5883\u5177\u6709\u72ec\u7279\u6027. \u7ec4\u7ec7\u9700\u8981\u5728\u5feb\u901f\u6570\u5b57\u5316\u589e\u957f\u4e0e\u76d1\u7ba1\u8981\u6c42\u53ca\u6570\u636e\u672c\u5730\u5316\u4e4b\u95f4\u53d6\u5f97\u5e73\u8861. \u56e2\u961f\u8de8\u8bed\u8a00\u4e0e\u65f6\u533a\u534f\u4f5c, \u7531\u4e8e\u7f51\u7edc\u9650\u5236\u4e0e\u5408\u89c4\u5f80\u5f80\u91c7\u7528\u6df7\u5408\u4e91\u4e0e\u672c\u5730\u90e8\u7f72. \u672c\u8bfe\u7a0b\u4e3a\u6280\u672f\u56e2\u961f\u63d0\u4f9b\u67b6\u6784\u6a21\u5f0f\u3001\u5e73\u53f0\u6280\u80fd\u4e0e\u8fd0\u8425\u5b9e\u8df5, \u4ee5\u4ea4\u4ed8\u9002\u914d\u4e2d\u56fd\u3001\u53f0\u6e7e\u4e0e\u4e1c\u5357\u4e9a\u5b9e\u9645\u73af\u5883\u7684\u9ad8\u5f39\u6027\u4e14\u5177\u6210\u672c\u6548\u76ca\u7684\u6d41\u6570\u636e\u5e73\u53f0. \u53c2\u8bad\u8005\u5c06\u83b7\u5f97\u8bbe\u8ba1\u4e3b\u9898\u4e0e\u6a21\u5f0f\u7684\u5b9e\u64cd\u7ecf\u9a8c, \u6784\u5efa\u7a33\u5065\u7684 Spark Structured Streaming \u4f5c\u4e1a, \u8fdb\u884c\u6027\u80fd\u8c03\u4f18, \u5b9e\u65bd\u8d28\u91cf\u6cbb\u7406, \u5e76\u81ea\u4fe1\u8fd0\u884c\u751f\u4ea7\u7ea7\u5de5\u4f5c\u8d1f\u8f7d.   <\/p>\n<h2>The Business Case<\/h2>\n<p>     \u9ad8\u7ba1\u8d5e\u52a9\u4eba\u4e0e\u4eba\u529b\u8d44\u6e90\u8d1f\u8d23\u4eba\u5173\u6ce8\u53ef\u91cf\u5316\u6210\u679c. \u73b0\u4ee3\u6d41\u5f0f\u6280\u672f\u6808\u53ef\u7f29\u77ed\u6d1e\u5bdf\u5468\u671f, \u63d0\u5347\u8de8\u90e8\u95e8\u8fd0\u8425\u6548\u7387. Kafka \u6d88\u9664\u70b9\u5bf9\u70b9\u96c6\u6210, \u964d\u4f4e\u53d8\u66f4\u98ce\u9669, \u52a0\u901f\u65b0\u4ea7\u54c1\u4ea4\u4ed8. Spark \u5c06\u6279\u5904\u7406\u4e0e\u6d41\u5f0f\u5206\u6790\u7edf\u4e00\u5230\u540c\u4e00\u5f15\u64ce, \u7b80\u5316\u5de5\u5177\u94fe\u5e76\u6291\u5236\u5e73\u53f0\u6269\u5f20. \u7efc\u5408\u6548\u679c\u662f\u66f4\u5feb\u7684\u51b3\u7b56\u5468\u671f, \u66f4\u9ad8\u7684\u6570\u636e\u53ef\u9760\u6027, \u4ee5\u53ca\u66f4\u4f4e\u7684\u603b\u4f53\u62e5\u6709\u6210\u672c TCO.   <\/p>\n<ul>\n<li>\u52a0\u901f\u4e0a\u5e02\u901f\u5ea6: \u53ef\u590d\u7528\u7684\u4e3b\u9898\u3001\u6a21\u5f0f\u4e0e\u6d41\u6c34\u7ebf\u7f29\u77ed\u65b0\u6570\u636e\u4ea7\u54c1\u4e0e\u529f\u80fd\u7684\u4ea4\u4ed8\u524d\u7f6e\u671f.<\/li>\n<li>\u63d0\u5347\u5ba2\u6237\u4f53\u9a8c: \u4f4e\u5ef6\u8fdf\u6d41\u6570\u636e\u4ee5\u66f4\u9ad8\u51c6\u786e\u6027\u9a71\u52a8\u4e2a\u6027\u5316\u3001\u5b9a\u4ef7\u4e0e\u544a\u8b66.<\/li>\n<li>\u51cf\u5c11\u4e8b\u6545\u4e0e\u8fd4\u5de5: \u6807\u51c6\u5316\u6a21\u5f0f\u3001\u6cbb\u7406\u4e0e\u81ea\u52a8\u5316\u6d4b\u8bd5\u53ef\u9632\u6b62\u6570\u636e\u65ad\u88c2\u4e0e\u4e0b\u6e38\u6270\u52a8.<\/li>\n<li>\u4f18\u5316\u6210\u672c: \u6309\u9700\u89c4\u6a21\u7684\u96c6\u7fa4\u3001\u5206\u5c42\u5b58\u50a8\u4e0e\u9ad8\u6548 Spark \u4f5c\u4e1a\u964d\u4f4e\u8ba1\u7b97\u4e0e\u5b58\u50a8\u6d88\u8017.<\/li>\n<li>\u5f3a\u5316\u5408\u89c4: \u53ef\u5ba1\u8ba1\u7684\u6570\u636e\u6d41\u4e0e\u8840\u7f18\u7b80\u5316\u4e2d\u56fd\u5185\u5730\u3001\u53f0\u6e7e\u4e0e\u66f4\u5e7f\u6cdb\u4e1c\u76df\u5e02\u573a\u4e0b\u7684\u9690\u79c1\u6cd5\u9075\u5faa\u63a7\u5236.<\/li>\n<li>\u63d0\u5347\u4eba\u624d\u80fd\u529b: \u5de5\u7a0b\u5e08\u91c7\u7eb3\u7edf\u4e00\u6a21\u5f0f\u4e0e\u64cd\u4f5c\u89c4\u8303, \u63d0\u5347\u751f\u4ea7\u7387\u4e0e\u4eba\u624d\u7559\u4efb.<\/li>\n<\/ul>\n<p>     \u5bf9\u4eba\u529b\u8d44\u6e90\u603b\u76d1\u800c\u8a00, \u9879\u76ee\u53ef\u6620\u5c04\u81f3\u80fd\u529b\u6a21\u578b\u4e0e\u804c\u4e1a\u53d1\u5c55\u6846\u67b6, \u52a0\u901f\u80dc\u4efb\u529b\u5efa\u8bbe\u4e0e\u4eba\u624d\u68af\u961f\u6253\u9020. \u5bf9\u9ad8\u7ba1\u5c42\u800c\u8a00, \u672c\u8bfe\u7a0b\u652f\u6491\u53ef\u89c4\u6a21\u5316\u7684\u6570\u5b57\u5316\u8f6c\u578b, \u4fc3\u8fdb\u4ece\u4f20\u7edf\u6279\u5904\u7406\u5411\u6d41\u5904\u7406\u8fc1\u79fb, \u5e76\u5e26\u6765\u53ef\u91cf\u5316\u6307\u6807, \u5982\u5173\u952e\u4e8b\u6545\u66f4\u5c11\u3001\u6062\u590d\u66f4\u5feb\u3001\u6d41\u6c34\u7ebf\u53ef\u9760\u6027\u63d0\u5347\u4e0e\u66f4\u4f18\u7684 ROI.   <\/p>\n<h2>Course Objectives<\/h2>\n<ul>\n<li>\u4ee5 Kafka \u4f5c\u4e3a\u6570\u636e\u5206\u53d1\u4e0e\u89e3\u8026\u7684\u4e2d\u67a2\u795e\u7ecf\u7cfb\u7edf, \u8bbe\u8ba1\u4e8b\u4ef6\u9a71\u52a8\u67b6\u6784.<\/li>\n<li>\u56f4\u7ed5\u4e1a\u52a1\u57df\u5efa\u6a21\u4e3b\u9898\u3001\u5206\u533a\u4e0e\u952e, \u4ee5\u5b9e\u73b0\u541e\u5410\u3001\u6709\u5e8f\u6027\u4e0e\u53ef\u6269\u5c55\u6027.<\/li>\n<li>\u4f7f\u7528\u6a21\u5f0f\u6ce8\u518c\u8868\u843d\u5730\u6570\u636e\u5951\u7ea6, \u5b9e\u73b0\u517c\u5bb9\u6027\u4e0e\u5b89\u5168\u6f14\u8fdb.<\/li>\n<li>\u6784\u5efa Spark Structured Streaming \u6d41\u6c34\u7ebf\u4ee5\u5b9e\u73b0\u6444\u53d6\u3001\u8f6c\u6362\u4e0e\u5bcc\u5316, \u5e76\u6ee1\u8db3\u6070\u597d\u4e00\u6b21\u8bed\u4e49.<\/li>\n<li>\u4e3a\u7a33\u5b9a\u4f4e\u65f6\u5ef6\u5904\u7406\u8c03\u4f18 Spark \u4f5c\u4e1a, \u5305\u62ec\u5185\u5b58\u7ba1\u7406\u4e0e\u72b6\u6001\u5b58\u50a8\u8bbe\u8ba1.<\/li>\n<li>\u901a\u8fc7\u4f20\u8f93\u52a0\u5bc6\u3001\u8ba4\u8bc1\u3001\u6388\u6743\u4e0e\u7f51\u7edc\u5206\u6bb5\u7b49\u624b\u6bb5\u4fdd\u969c\u5e73\u53f0\u5b89\u5168.<\/li>\n<li>\u81ea\u52a8\u5316\u6570\u636e\u8d28\u91cf\u68c0\u67e5\u3001\u53ef\u89c2\u6d4b\u6027\u4e0e\u8840\u7f18, \u4ee5\u786e\u4fdd\u4e3a\u5206\u6790\u4e0e\u673a\u5668\u5b66\u4e60\u63d0\u4f9b\u53ef\u4fe1\u8f93\u51fa.<\/li>\n<li>\u5728\u751f\u4ea7\u73af\u5883\u901a\u8fc7\u76d1\u63a7\u3001\u544a\u8b66\u3001\u5bb9\u91cf\u89c4\u5212\u4e0e\u6210\u672c\u7ba1\u63a7\u8fd0\u8425\u96c6\u7fa4.<\/li>\n<li>\u7ed3\u5408\u533a\u57df\u9650\u5236, \u91c7\u7528 Kubernetes \u4e0e\u6258\u7ba1\u670d\u52a1\u5728\u672c\u5730\u4e0e\u4e91\u7aef\u90e8\u7f72.<\/li>\n<li>\u89c4\u5212\u707e\u96be\u6062\u590d\u4e0e\u591a\u533a\u57df\u590d\u5236, \u5b9e\u73b0\u9ad8\u53ef\u7528\u4e0e\u4e1a\u52a1\u8fde\u7eed\u6027.<\/li>\n<\/ul>\n<h2>Detailed Syllabus<\/h2>\n<div class=\"course-card\">\n<h3>Module 1: \u4e8b\u4ef6\u6d41\u4e0e\u7edf\u4e00\u6570\u636e\u5904\u7406\u57fa\u7840<\/h3>\n<p>       \u7406\u89e3\u4e3a\u4f55\u6d41\u4f18\u5148\u67b6\u6784\u5728\u5ba2\u6237\u4f53\u9a8c\u4e0e\u8fd0\u8425\u667a\u80fd\u65b9\u9762\u4f18\u4e8e\u4f20\u7edf\u6279\u5904\u7406. \u5b66\u4e60 Kafka \u4e0e Spark \u7684\u89d2\u8272\u3001\u4f18\u52bf\u4e0e\u96c6\u6210\u8def\u5f84.     <\/p>\n<ul>\n<li>\u4e8b\u4ef6\u9a71\u52a8\u539f\u5219\u4e0e\u6570\u636e\u5373\u4ea7\u54c1\u7406\u5ff5.<\/li>\n<li>Kafka \u6838\u5fc3\u6982\u5ff5: brokers, topics, partitions, keys, consumer groups.<\/li>\n<li>Spark \u6838\u5fc3\u6982\u5ff5: RDDs, DataFrames, Structured Streaming, microbatch \u4e0e continuous \u5904\u7406\u6a21\u578b.<\/li>\n<li>\u4f55\u65f6\u4f7f\u7528\u6d41, \u4f55\u65f6\u4f7f\u7528\u6279, \u4ee5\u53ca\u5982\u4f55\u7ec4\u5408\u4e24\u8005.<\/li>\n<li>\u7ec3\u4e60: \u5c06\u73b0\u6709\u6d41\u6c34\u7ebf\u6620\u5c04\u5230\u76ee\u6807\u6d41\u5f0f\u67b6\u6784.<\/li>\n<\/ul><\/div>\n<div class=\"course-card\">\n<h3>Module 2: \u4e3b\u9898\u8bbe\u8ba1, \u6a21\u5f0f\u4e0e\u6570\u636e\u5951\u7ea6<\/h3>\n<p>       \u4e3a\u89c4\u6a21\u4e0e\u53ef\u7ef4\u62a4\u6027\u5efa\u6a21\u4e3b\u9898. \u4f7f\u7528\u6a21\u5f0f\u6ce8\u518c\u8868\u4e0e\u517c\u5bb9\u6027\u6f14\u8fdb\u907f\u514d\u7834\u574f\u6027\u53d8\u66f4.     <\/p>\n<ul>\n<li>\u9762\u5411\u9886\u57df\u7684\u4e3b\u9898\u547d\u540d\u4e0e\u6240\u6709\u6743.<\/li>\n<li>\u952e\u8bbe\u8ba1\u4ee5\u4fdd\u8bc1\u6709\u5e8f\u6027\u5e76\u907f\u514d\u70ed\u70b9.<\/li>\n<li>\u4e8b\u4ef6\u4e0e\u53d8\u66f4\u6570\u636e\u6355\u83b7\u7684\u6a21\u5f0f\u5efa\u6a21\u8303\u5f0f.<\/li>\n<li>\u5411\u540e\u3001\u5411\u524d\u4e0e\u5b8c\u5168\u517c\u5bb9\u7b56\u7565.<\/li>\n<li>\u7ec3\u4e60: \u4e3a\u533a\u57df\u652f\u4ed8\u7528\u4f8b\u8bbe\u8ba1\u4e3b\u9898\u4e0e\u6a21\u5f0f.<\/li>\n<\/ul><\/div>\n<div class=\"course-card\">\n<h3>Module 3: \u4f7f\u7528\u8fde\u63a5\u5668\u4e0e\u53d8\u66f4\u6570\u636e\u6355\u83b7\u7684\u5927\u89c4\u6a21\u6444\u53d6<\/h3>\n<p>       \u4ece\u6570\u636e\u5e93\u3001\u961f\u5217\u4e0e\u5bf9\u8c61\u5b58\u50a8\u7a33\u5b9a\u6444\u53d6\u6570\u636e. \u7406\u89e3\u8fde\u63a5\u5668\u3001\u504f\u79fb\u91cf\u4e0e\u6295\u9012\u4fdd\u8bc1.     <\/p>\n<ul>\n<li>\u8fde\u63a5\u5668\u67b6\u6784\u4e0e\u504f\u79fb\u91cf\u7ba1\u7406.<\/li>\n<li>\u9762\u5411\u4e8b\u52a1\u7cfb\u7edf\u7684\u53d8\u66f4\u6570\u636e\u6355\u83b7\u6a21\u5f0f.<\/li>\n<li>\u4e3a\u9057\u7559\u6e90\u6784\u5efa\u6279\u8f6c\u6d41\u6865\u63a5.<\/li>\n<li>\u541e\u5410\u8c03\u4f18\u4e0e\u80cc\u538b\u5904\u7406.<\/li>\n<li>\u7ec3\u4e60: \u6784\u5efa\u5177\u5907\u91cd\u8bd5\u4e0e\u6b7b\u4fe1\u961f\u5217\u7684\u9ad8\u97e7\u6027\u6444\u53d6\u6d41\u6c34\u7ebf.<\/li>\n<\/ul><\/div>\n<div class=\"course-card\">\n<h3>Module 4: \u4f7f\u7528 Spark \u7684\u6d41\u5904\u7406<\/h3>\n<p>       \u521b\u5efa\u6301\u4e45\u3001\u5e42\u7b49\u7684\u6d41\u5f0f\u4f5c\u4e1a, \u4ee5\u4e1a\u52a1\u89c4\u5219\u5b9e\u73b0\u8f6c\u6362\u3001\u5bcc\u5316\u4e0e\u805a\u5408.     <\/p>\n<ul>\n<li>\u4e0e Kafka \u96c6\u6210\u7684 Structured Streaming \u6e90\u4e0e\u6c47.<\/li>\n<li>\u6709\u72b6\u6001\u5904\u7406\u3001\u7a97\u53e3\u4e0e\u6c34\u4f4d\u7ebf\u4ee5\u5e94\u5bf9\u5ef6\u8fdf\u5230\u8fbe\u6570\u636e.<\/li>\n<li>\u501f\u52a9\u68c0\u67e5\u70b9\u4e0e\u4e8b\u52a1\u6027\u5199\u5165\u5b9e\u73b0\u6070\u597d\u4e00\u6b21\u8bed\u4e49.<\/li>\n<li>\u9488\u5bf9\u6570\u636e\u503e\u659c\u4e0e\u5c0f\u6587\u4ef6\u63a7\u5236\u8fdb\u884c\u8bbe\u8ba1.<\/li>\n<li>\u7ec3\u4e60: \u5b9e\u73b0\u5e26\u5bcc\u5316\u8fde\u63a5\u7684\u6b3a\u8bc8\u8bc4\u5206\u6d41\u6c34\u7ebf.<\/li>\n<\/ul><\/div>\n<div class=\"course-card\">\n<h3>Module 5: \u6027\u80fd\u5de5\u7a0b\u4e0e\u6210\u672c\u4f18\u5316<\/h3>\n<p>       \u5728\u4e91\u4e0e\u672c\u5730\u73af\u5883\u4e2d\u8c03\u4f18\u96c6\u7fa4\u4e0e\u4f5c\u4e1a, \u4ee5\u6ee1\u8db3\u4e25\u683c\u65f6\u5ef6\u76ee\u6807\u5e76\u4f18\u5316\u652f\u51fa.     <\/p>\n<ul>\n<li>\u9ad8\u541e\u5410\u7684\u5206\u533a\u4e0e\u5e76\u884c\u7b56\u7565.<\/li>\n<li>\u5185\u5b58\u7ba1\u7406\u3001\u7f13\u5b58\u4e0e\u5e8f\u5217\u5316\u9009\u62e9.<\/li>\n<li>Kafka \u7684\u5206\u5c42\u5b58\u50a8\u4e0e\u538b\u7f29\u7b56\u7565.<\/li>\n<li>Spark \u7684\u81ea\u9002\u5e94\u67e5\u8be2\u6267\u884c\u4e0e Shuffle \u4f18\u5316.<\/li>\n<li>\u7ec3\u4e60: \u57fa\u51c6\u6d4b\u8bd5\u5e76\u8c03\u4f18\u6d41\u5f0f\u4f5c\u4e1a\u4ee5\u8fbe\u5230\u65f6\u5ef6\u76ee\u6807.<\/li>\n<\/ul><\/div>\n<div class=\"course-card\">\n<h3>Module 6: \u5b89\u5168, \u5408\u89c4\u4e0e\u6570\u636e\u6cbb\u7406<\/h3>\n<p>       \u4ee5\u5185\u751f\u5b89\u5168\u4e0e\u6cbb\u7406\u4e3a\u8bbe\u8ba1\u524d\u63d0, \u9002\u914d\u4e9a\u6d32\u7684\u91d1\u878d\u670d\u52a1\u3001\u533b\u7597\u4e0e\u53d7\u76d1\u7ba1\u884c\u4e1a.     <\/p>\n<ul>\n<li>\u4f20\u8f93\u52a0\u5bc6\u3001\u8ba4\u8bc1\u4e0e\u6388\u6743, \u4ee5\u53ca\u57fa\u4e8e\u89d2\u8272\u7684\u8bbf\u95ee\u63a7\u5236 RBAC.<\/li>\n<li>\u7f51\u7edc\u8bbe\u8ba1\u3001\u79c1\u6709\u7aef\u70b9\u4e0e\u673a\u5bc6\u7ba1\u7406.<\/li>\n<li>\u6570\u636e\u5206\u7ea7\u3001\u4fdd\u7559\u7b56\u7565\u4e0e\u672c\u5730\u6cd5\u89c4\u4e0b\u7684\u9690\u79c1\u8003\u91cf.<\/li>\n<li>\u53d7\u76d1\u7ba1\u73af\u5883\u4e2d\u7684\u6570\u636e\u8840\u7f18\u91c7\u96c6\u4e0e\u5ba1\u8ba1\u8ffd\u8e2a.<\/li>\n<li>\u7ec3\u4e60: \u4e3a\u751f\u4ea7\u7ea7\u6d41\u5e73\u53f0\u5b9a\u4e49\u63a7\u5236\u6e05\u5355.<\/li>\n<\/ul><\/div>\n<div class=\"course-card\">\n<h3>Module 7: \u53ef\u89c2\u6d4b\u6027, \u53ef\u9760\u6027\u4e0e SRE \u5b9e\u8df5<\/h3>\n<p>       \u6784\u5efa\u5177\u5907\u5168\u6808\u53ef\u89c1\u6027\u7684\u53ef\u9760\u5e73\u53f0. \u5feb\u901f\u53d1\u73b0\u3001\u8bca\u65ad\u5e76\u89e3\u51b3\u95ee\u9898.     <\/p>\n<ul>\n<li>\u9488\u5bf9 brokers, producers, consumers \u4e0e Spark executors \u7684\u5173\u952e\u6307\u6807.<\/li>\n<li>\u65e5\u5fd7\u805a\u5408, \u94fe\u8def\u8ffd\u8e2a\u4e0e\u544a\u8b66\u6a21\u5f0f.<\/li>\n<li>\u5bb9\u91cf\u89c4\u5212, \u914d\u989d\u7ba1\u7406\u4e0e\u5de5\u4f5c\u8d1f\u8f7d\u9694\u79bb.<\/li>\n<li>\u9519\u8bef\u5904\u7406, \u91cd\u8bd5, \u6bd2\u4e38\u6a21\u5f0f\u4e0e\u6b7b\u4fe1\u4e3b\u9898.<\/li>\n<li>\u7ec3\u4e60: \u6f14\u7ec3\u6545\u969c\u573a\u666f\u5e76\u5b9e\u8df5\u8fd0\u884c\u624b\u518c.<\/li>\n<\/ul><\/div>\n<div class=\"course-card\">\n<h3>Module 8: \u67b6\u6784\u6a21\u5f0f\u4e0e\u533a\u57df\u6848\u4f8b\u7814\u7a76<\/h3>\n<p>       \u63a2\u7d22\u6765\u81ea\u4e2d\u56fd\u5185\u5730\u3001\u53f0\u6e7e\u4e0e\u4e1c\u5357\u4e9a\u7684\u6210\u719f\u84dd\u56fe\u4e0e\u771f\u5b9e\u6848\u4f8b.     <\/p>\n<ul>\n<li>\u7ed3\u5408\u4e8b\u4ef6\u6d41\u4e0e\u9886\u57df\u5bf9\u9f50\u56e2\u961f\u7684\u6570\u636e\u7f51\u683c.<\/li>\n<li>\u9762\u5411\u5206\u6790\u4e0e\u673a\u5668\u5b66\u4e60\u7279\u5f81\u7684\u6247\u51fa\u4e0e\u6247\u5165\u6a21\u5f0f.<\/li>\n<li>\u5de5\u5382\u4e0e\u667a\u80fd\u7269\u6d41\u7684 IoT \u6444\u53d6.<\/li>\n<li>\u7535\u5546\u4e0e\u8d85\u7ea7\u5e94\u7528\u7684\u9762\u5411\u6d88\u8d39\u8005\u4e2a\u6027\u5316.<\/li>\n<li>\u6848\u4f8b\u8ba8\u8bba: \u8de8\u5883\u652f\u4ed8\u7684\u6d41\u5f0f\u6e05\u7b97\u4e0e\u98ce\u9669\u76d1\u63a7.<\/li>\n<\/ul><\/div>\n<div class=\"course-card\">\n<h3>Module 9: \u4e91, Kubernetes \u4e0e\u6df7\u5408\u90e8\u7f72<\/h3>\n<p>       \u5728\u516c\u6709\u4e91\u3001\u79c1\u6709\u4e91\u4e0e\u672c\u5730\u73af\u5883\u90e8\u7f72\u4e0e\u8fd0\u8425\u96c6\u7fa4. \u7406\u89e3\u6743\u8861\u4e0e\u7ba1\u63a7.     <\/p>\n<ul>\n<li>\u7528\u4e8e\u96c6\u7fa4\u81ea\u52a8\u5316\u4e0e\u5347\u7ea7\u7684 Kubernetes Operators.<\/li>\n<li>\u5b58\u50a8\u9009\u62e9, \u7f51\u7edc\u4e0e\u53ef\u7528\u533a.<\/li>\n<li>\u5f39\u6027\u4f38\u7f29\u7b56\u7565\u4e0e\u5de5\u4f5c\u8d1f\u8f7d\u5206\u79bb.<\/li>\n<li>\u901a\u8fc7\u955c\u50cf\u4e0e\u591a\u533a\u57df\u6a21\u5f0f\u5b9e\u73b0\u707e\u96be\u6062\u590d.<\/li>\n<li>\u7ec3\u4e60: \u8bbe\u8ba1\u6ee1\u8db3\u6570\u636e\u672c\u5730\u5316\u8981\u6c42\u7684\u6df7\u5408\u90e8\u7f72.<\/li>\n<\/ul><\/div>\n<div class=\"course-card\">\n<h3>Module 10: \u5353\u8d8a\u4ea4\u4ed8\u4e0e\u53d8\u66f4\u7ba1\u7406<\/h3>\n<p>       \u5728\u5f3a\u6cbb\u7406\u4e0e\u56e2\u961f\u8d4b\u80fd\u4e0b, \u5c06\u8bd5\u70b9\u6269\u5c55\u5230\u89c4\u6a21\u5316\u751f\u4ea7.     <\/p>\n<ul>\n<li>\u6570\u636e\u5e73\u53f0\u7684\u9700\u6c42\u6c60\u8bbe\u8ba1\u4e0e\u4ea7\u54c1\u5316\u601d\u7ef4.<\/li>\n<li>\u73af\u5883\u7b56\u7565, \u664b\u7ea7\u4e0e\u53d1\u5e03\u7ba1\u7406.<\/li>\n<li>\u6d41\u5f0f\u6d41\u6c34\u7ebf\u6d4b\u8bd5, \u5305\u62ec\u5951\u7ea6\u6d4b\u8bd5\u4e0e\u538b\u529b\u6d4b\u8bd5.<\/li>\n<li>\u8fd0\u884c\u624b\u518c, \u64cd\u4f5c\u624b\u518c\u4e0e\u6280\u80fd\u4f20\u627f, \u652f\u6491\u5e73\u53f0\u8fd0\u8425.<\/li>\n<li>\u7ec3\u4e60: \u5236\u5b9a\u4ece\u4f20\u7edf\u6279\u5904\u7406\u5230\u6d41\u5904\u7406\u7684\u8fc1\u79fb\u65b9\u6848.<\/li>\n<\/ul><\/div>\n<h2>Methodology<\/h2>\n<p>     Ultimahub \u7684\u57f9\u8bad\u98ce\u683c\u751f\u52a8, \u4eb2\u548c\u4e14\u4e13\u4e1a. \u6211\u4eec\u5c06\u7cbe\u70bc\u7684\u4e13\u5bb6\u6388\u8bfe\u4e0e\u5f15\u5bfc\u5f0f\u5b9e\u9a8c\u3001\u57fa\u4e8e\u6848\u4f8b\u7684\u8ba8\u8bba\u53ca\u534f\u4f5c\u5f0f\u8bbe\u8ba1\u5de5\u4f5c\u574a\u76f8\u7ed3\u5408. \u5b66\u5458\u5728\u8d34\u8fd1\u771f\u5b9e\u7684\u6570\u636e\u96c6\u4e0a\u4ee5\u505a\u4fc3\u5b66. \u6bcf\u4e2a\u6a21\u5757\u5747\u5305\u542b\u8d34\u5408\u751f\u4ea7\u6311\u6218\u7684\u7ec3\u4e60, \u968f\u540e\u8fdb\u884c\u590d\u76d8\u4e0e\u4ee3\u7801\u8bc4\u5ba1. \u8bb2\u5e08\u5206\u4eab\u53ef\u7acb\u5373\u4f7f\u7528\u7684\u6a21\u677f\u3001\u68c0\u67e5\u6e05\u5355\u4e0e\u53c2\u8003\u67b6\u6784, \u4fbf\u4e8e\u5728\u5c97\u843d\u5730. \u6211\u4eec\u7ed3\u5408\u6765\u81ea\u4e2d\u56fd\u5185\u5730\u3001\u53f0\u6e7e\u4e0e\u4e1c\u5357\u4e9a\u7684\u94f6\u884c\u3001\u96f6\u552e\u3001\u7535\u4fe1\u4e0e\u5236\u9020\u6848\u4f8b, \u786e\u4fdd\u5b66\u4e60\u8d34\u8fd1\u573a\u666f\u4e14\u53ef\u64cd\u4f5c. \u652f\u6301\u82f1\u6587\u6216\u4e2d\u6587\u4ea4\u4ed8, \u5e76\u53ef\u63d0\u4f9b\u53cc\u8bed\u534f\u4f5c.   <\/p>\n<p>     \u8d4b\u80fd\u5ef6\u4f38\u81f3\u8bfe\u5802\u4e4b\u5916. \u56e2\u961f\u5c06\u83b7\u5f97\u5b9e\u8df5\u573a\u666f\u3001\u6d4b\u8bc4\u95ee\u5377\u4e0e\u7b54\u7591\u65f6\u6bb5\u4ee5\u652f\u6301\u843d\u5730\u91c7\u7528. \u7ba1\u7406\u8005\u53ef\u83b7\u5f97\u8fdb\u5ea6\u770b\u677f, \u5c06\u6210\u679c\u5bf9\u9f50\u80fd\u529b\u6846\u67b6\u4e0e\u5c97\u4f4d\u671f\u671b. \u6574\u4f53\u57fa\u8c03\u52a1\u5b9e\u4e14\u652f\u6301\u6027\u5f3a, \u6709\u52a9\u4e8e\u5feb\u901f\u5efa\u7acb\u4fe1\u5fc3.   <\/p>\n<h2>Who Should Attend<\/h2>\n<ul>\n<li>\u8d1f\u8d23\u6d41\u5f0f\u4e0e\u6279\u5904\u7406\u6570\u636e\u6d41\u6c34\u7ebf\u7684\u6570\u636e\u5de5\u7a0b\u5e08\u4e0e\u5e73\u53f0\u5de5\u7a0b\u5e08.<\/li>\n<li>\u8bbe\u8ba1\u6570\u636e\u5e73\u53f0\u4e0e\u670d\u52a1\u7684\u89e3\u51b3\u65b9\u6848\u67b6\u6784\u5e08\u4e0e\u4f01\u4e1a\u67b6\u6784\u5e08.<\/li>\n<li>\u805a\u7126\u53ef\u9760\u6027\u3001\u6027\u80fd\u4e0e\u53ef\u89c2\u6d4b\u6027\u7684\u7ad9\u70b9\u53ef\u9760\u6027\u5de5\u7a0b\u5e08 SRE.<\/li>\n<li>\u4f9d\u8d56\u9ad8\u8d28\u91cf\u4f4e\u65f6\u5ef6\u6570\u636e\u7684\u5206\u6790\u5de5\u7a0b\u5e08\u4e0e\u6570\u636e\u79d1\u5b66\u5bb6.<\/li>\n<li>\u63a8\u52a8\u6570\u636e\u9879\u76ee\u7684\u6280\u672f\u4ea7\u54c1\u7ecf\u7406\u4e0e\u4ea4\u4ed8\u8d1f\u8d23\u4eba.<\/li>\n<li>\u5728\u53d7\u76d1\u7ba1\u573a\u666f\u4e2d\u5bfb\u6c42\u53ef\u64cd\u4f5c\u63a7\u5236\u7684 IT \u5b89\u5168\u4e0e\u5408\u89c4\u76f8\u5173\u65b9.<\/li>\n<\/ul>\n<p class=\"inline-note\">     \u5efa\u8bae\u57fa\u7840: \u57fa\u672c\u7684 SQL \u4e0e Python \u6216 Scala, \u719f\u6089\u5206\u5e03\u5f0f\u7cfb\u7edf\u6982\u5ff5, \u5e76\u5177\u5907\u6570\u636e\u6d41\u6c34\u7ebf\u7684\u5b9e\u64cd\u7ecf\u9a8c. \u5982\u80fd\u5177\u5907 Kafka \u6216 Spark \u7684\u76f8\u5173\u7ecf\u9a8c\u66f4\u4f73, \u4f46\u975e\u5fc5\u9700.   <\/p>\n<h2>FAQs<\/h2>\n<div class=\"course-card\">\n<h3>How long is the program and what formats are available<\/h3>\n<p>       \u6807\u51c6\u8bfe\u7a0b\u4e3a\u4e09\u81f3\u4e94\u5929, \u89c6\u6240\u9700\u6df1\u5ea6\u4e0e\u9009\u4fee\u800c\u5b9a. \u53ef\u63d0\u4f9b\u9a7b\u573a\u3001\u7ebf\u4e0a\u6216\u6df7\u5408\u5f62\u5f0f. \u6211\u4eec\u5efa\u8bae\u91c7\u7528\u95f4\u9694\u5f0f\u5b89\u6392, \u7ed3\u5408\u5b9e\u9a8c\u4e0e\u540e\u7eed\u95e8\u8bca\u5f0f\u8f85\u5bfc\u4ee5\u5f3a\u5316\u91c7\u7528.     <\/p>\n<\/p><\/div>\n<div class=\"course-card\">\n<h3>Can the content be tailored to our tech stack and industry<\/h3>\n<p>       \u53ef\u4ee5. \u6211\u4eec\u4f1a\u6839\u636e\u60a8\u7684\u4e91\u670d\u52a1\u5546\u3001\u6570\u636e\u6e56\u683c\u5f0f\u3001\u6cbb\u7406\u5de5\u5177\u4e0e\u884c\u4e1a\u9886\u57df\u5b9a\u5236\u793a\u4f8b\u3001\u5b9e\u9a8c\u4e0e\u6a21\u677f. \u53ef\u7eb3\u5165\u7ec4\u7ec7\u7279\u5b9a\u7528\u4f8b, \u5982\u6838\u5fc3\u94f6\u884c\u4e8b\u4ef6\u3001\u5de5\u5382\u9065\u6d4b\u6216\u96f6\u552e\u4e2a\u6027\u5316.     <\/p>\n<\/p><\/div>\n<div class=\"course-card\">\n<h3>What measurable outcomes should we expect after completion<\/h3>\n<p>       \u56e2\u961f\u901a\u5e38\u80fd\u66f4\u5feb\u4ea4\u4ed8\u65b0\u7684\u6d41\u5f0f\u6d41\u6c34\u7ebf, \u964d\u4f4e\u7531\u6a21\u5f0f\u6216\u517c\u5bb9\u6027\u95ee\u9898\u5f15\u53d1\u7684\u4e8b\u6545, \u5e76\u901a\u8fc7\u66f4\u4f73\u8c03\u4f18\u964d\u4f4e\u8ba1\u7b97\u4e0e\u5b58\u50a8\u6d88\u8017. \u7ba1\u7406\u8005\u53ef\u901a\u8fc7\u80fd\u529b\u91cf\u8868\u4e0e\u4ea4\u4ed8\u5ea6\u91cf\u8ddf\u8e2a\u8fdb\u5c55, \u4f8b\u5982\u6d41\u6c34\u7ebf\u524d\u7f6e\u671f\u3001\u65f6\u5ef6\u7a33\u5b9a\u6027\u4e0e\u6062\u590d\u65f6\u95f4\u76ee\u6807 RTO.     <\/p>\n<\/p><\/div>\n<div class=\"course-card\">\n<h3>What tools and environment do participants need<\/h3>\n<p>       \u6211\u4eec\u63d0\u4f9b\u9884\u914d\u7f6e\u5b9e\u9a8c\u73af\u5883, \u5305\u542b Kafka\u3001Spark \u53ca\u914d\u5957\u670d\u52a1. \u5982\u60a8\u66f4\u503e\u5411\u4f7f\u7528\u81ea\u6709\u73af\u5883, \u53ef\u5728\u60a8\u5e73\u53f0\u56e2\u961f\u7684\u6307\u5bfc\u4e0b\u5f00\u5c55. \u5b66\u5458\u9700\u51c6\u5907\u53ef\u7528\u7684\u7b14\u8bb0\u672c\u7535\u8111\u4e0e\u6700\u65b0\u6d4f\u89c8\u5668, \u5e76\u5177\u5907\u4f01\u4e1a\u5f00\u53d1\u5de5\u5177\u7684\u8bbf\u95ee\u6743\u9650.     <\/p>\n<\/p><\/div>\n<div class=\"course-card\">\n<h3>How do you support multiple languages and regional teams<\/h3>\n<p>       \u6211\u4eec\u63d0\u4f9b\u4e2d\u82f1\u6587\u53cc\u8bed\u652f\u6301, \u5e76\u53ef\u5f15\u5165\u6765\u81ea\u4e2d\u56fd\u5185\u5730\u3001\u53f0\u6e7e\u4e0e\u4e1c\u5357\u4e9a\u7684\u672c\u5730\u5316\u6848\u4f8b\u7814\u7a76. \u8bfe\u7a0b\u65f6\u95f4\u5b89\u6392\u4e0e\u7ec3\u4e60\u53ef\u9488\u5bf9\u5206\u5e03\u5f0f\u56e2\u961f\u8fdb\u884c\u9002\u914d.     <\/p>\n<\/p><\/div>\n<div class=\"course-card\">\n<h3>Do you provide certification or post training support<\/h3>\n<p>       \u5b66\u5458\u5c06\u83b7\u5f97\u7ed3\u4e1a\u8bc1\u4e66\u4e0e\u6280\u80fd\u62a5\u544a. \u6211\u4eec\u63d0\u4f9b\u57f9\u8bad\u540e\u95e8\u8bca\u3001\u4ee3\u7801\u8bc4\u5ba1\u4e0e\u5b9e\u65bd\u8f85\u5bfc, \u52a0\u901f\u5728\u751f\u4ea7\u73af\u5883\u4e2d\u7684\u91c7\u7528.     <\/p>\n<\/p><\/div>\n<div class=\"course-card\">\n<h3>How many participants are recommended per cohort<\/h3>\n<p>       \u6bcf\u671f 12 \u81f3 20 \u540d\u5b66\u5458\u80fd\u591f\u5728\u534f\u4f5c\u4e0e\u4e2a\u4f53\u652f\u6301\u4e4b\u95f4\u53d6\u5f97\u5e73\u8861. \u66f4\u5927\u89c4\u6a21\u53ef\u62c6\u5206\u4e3a\u5e73\u884c\u73ed\u6b21, \u4fdd\u6301\u4e00\u81f4\u7684\u6388\u8bfe\u4f53\u9a8c\u4e0e\u7edf\u4e00\u7684\u9886\u5bfc\u5c42\u62a5\u544a.     <\/p>\n<\/p><\/div>\n<p class=\"muted\">     Ultimahub \u53ef\u5e2e\u52a9\u60a8\u6253\u9020\u53ef\u6301\u7eed\u7684\u6570\u636e\u5e73\u53f0\u80fd\u529b, \u5728\u6574\u4e2a\u533a\u57df\u6301\u7eed\u521b\u9020\u4e1a\u52a1\u4ef7\u503c. \u6b22\u8fce\u8054\u7cfb\u6211\u4eec, \u5c06\u8bfe\u7a0b\u4e0e\u60a8\u7684\u6218\u7565\u5bf9\u9f50, \u5e76\u5171\u540c\u89c4\u5212\u53ef\u91cf\u5316\u7684\u4e1a\u52a1\u6210\u679c.   <\/p>\n<\/p><\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u7cfb\u7edf\u638c\u63e1Kafka\u4e0eSpark\u9ad8\u6027\u80fd\u6570\u636e\u5de5\u7a0b\u5b9e\u6218\uff0c\u63d0\u6548\u964d\u672c\u3002<\/p>\n","protected":false},"featured_media":0,"parent":0,"menu_order":0,"template":"","meta":{"_acf_changed":false},"tutor_course_language":[],"course_category":[697],"course_language":[685],"class_list":["post-41752","courses","type-courses","status-publish","hentry","course_category-697","course_language-685"],"acf":[],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO Pro 4.9.6.2 - aioseo.com -->\n\t<meta name=\"description\" content=\"\u7cfb\u7edf\u638c\u63e1Kafka\u4e0eSpark\u9ad8\u6027\u80fd\u6570\u636e\u5de5\u7a0b\u5b9e\u6218\uff0c\u63d0\u6548\u964d\u672c\u3002\" \/>\n\t<meta name=\"robots\" content=\"max-image-preview:large\" \/>\n\t<meta name=\"msvalidate.01\" content=\"f502b328487182f5847ede0a56f367c9\" \/>\n\t<meta name=\"p:domain_verify\" 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