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\n \u0645\u0633\u0627\u0631 \u062a\u0639\u0644\u0645 DevOps
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\n\u0645\u0647\u0646\u062f\u0633 \u0633\u062d\u0627\u0628\u0629 \u0645\u0634\u0627\u0631\u0643 (ACE)
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\n\u062a\u0647\u062f\u0641 \u0634\u0647\u0627\u062f\u0629 \u0645\u0647\u0646\u062f\u0633 \u0627\u0644\u0633\u062d\u0627\u0628\u0629 \u0627\u0644\u0645\u0633\u0627\u0639\u062f \u0625\u0644\u0649 \u062a\u0645\u0643\u064a\u0646\u0643 \u0645\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u0646\u0635\u0629 Google Cloud Platform \u0645\u0646 \u062e\u0644\u0627\u0644 \u0648\u0627\u062c\u0647\u0629 \u0645\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0648\u064a\u0628 \u0648\u0633\u0637\u0631 \u0627\u0644\u0623\u0648\u0627\u0645\u0631.
\n\u062a\u0631\u0643\u0632 \u0647\u0630\u0647 \u0627\u0644\u0634\u0647\u0627\u062f\u0629 \u0639\u0644\u0649 \u0623\u0633\u0627\u0633\u064a\u0627\u062a GCP \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629. \u0648\u0647\u064a \u062a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u062c\u0645\u064a\u0639 \u0627\u0644\u0645\u0643\u0648\u0646\u0627\u062a \u0627\u0644\u0645\u0647\u0645\u0629 \u0644\u0644\u0646\u0638\u0627\u0645 (\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0648\u0627\u0644\u0646\u0642\u0644).
\n \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0639\u0646\u062f\u0645\u0627 \u064a\u062a\u0639\u0644\u0642 \u0627\u0644\u0623\u0645\u0631 \u0628\u0643\u064a\u0641\u064a\u0629 \u0639\u0645\u0644 \u0627\u0644\u0646\u0638\u0627\u0645\u060c \u0641\u0647\u0648 \u064a\u0634\u0628\u0647 \u0645\u062d\u0631\u0643 \u0627\u0644\u062d\u0648\u0633\u0628\u0629 \u0644\u062a\u0634\u063a\u064a\u0644 \u0648\u0625\u062f\u0627\u0631\u0629 \u0623\u0643\u0628\u0631 \u0639\u062f\u062f \u0645\u0645\u0643\u0646 \u0645\u0646 \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0627\u0641\u062a\u0631\u0627\u0636\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u062d\u062a\u0627\u062c \u0625\u0644\u064a\u0647\u0627. \u0643\u0645\u0627 \u0623\u0646\u0647 \u064a\u0633\u062a\u062e\u062f\u0645 \u0623\u064a\u0636\u0627\u064b \u0645\u062d\u0631\u0643 Kubernetes \u0644\u062a\u0634\u063a\u064a\u0644 \u0648\u0625\u062f\u0627\u0631\u0629 \u0645\u062c\u0645\u0648\u0639\u062a\u0647 \u0627\u0644\u062e\u0627\u0635\u0629. \u0628\u0627\u0644\u0625\u0636\u0627\u0641\u0629 \u0625\u0644\u0649 \u0630\u0644\u0643\u060c \u064a\u062a\u0645\u062a\u0639 App Engine \u0628\u0645\u064a\u0632\u0629 \u0648\u062c\u0648\u062f \u062d\u0645\u0644 \u062a\u0634\u063a\u064a\u0644\u064a \u062e\u0641\u064a\u0641 \u0648\u0645\u0633\u062a\u0645\u0631.
\n \u062a\u0630\u0643\u0631- \u0628\u0627\u0644\u0637\u0628\u0639\u060c \u064a\u062d\u062a\u0627\u062c \u0627\u0644\u0646\u0638\u0627\u0645 \u0623\u064a\u0636\u064b\u0627 \u0625\u0644\u0649 \u062a\u0630\u0643\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a. \u0647\u0630\u0627 \u064a\u0639\u0646\u064a \u0623\u0646\u0647 \u064a\u0645\u0643\u0646\u0643 \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0628\u0634\u0643\u0644 \u0635\u062d\u064a\u062d \u0645\u0639 Google Cloud Storage \u0644\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0648\u0627\u0644\u0623\u0642\u0631\u0627\u0635 \u0627\u0644\u062b\u0627\u0628\u062a\u0629 \u0644\u062a\u062e\u0632\u064a\u0646 \u0643\u062a\u0644\u0629 VM. \u0648\u0645\u0639 \u0630\u0644\u0643\u060c \u064a\u062a\u0636\u0645\u0646 \u0647\u0630\u0627 \u0623\u064a\u0636\u064b\u0627 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 CloudSQL \u0644\u062a\u0633\u0644\u064a\u0645 \u0625\u062f\u0627\u0631\u0629 \u0642\u0627\u0639\u062f\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0625\u0644\u0649 Google. \u0623\u0648 \u064a\u0645\u0643\u0646\u0643 \u062a\u062f\u0645\u064a\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0636\u062e\u0645\u0629 \u0645\u0646 \u062e\u0644\u0627\u0644 \u062c\u0639\u0644 BigQuery \u064a\u062d\u0641\u0638 \u0648\u064a\u0639\u0627\u0644\u062c \u0643\u0644 \u0627\u0644\u062a\u064a\u0631\u0627\u0628\u0627\u064a\u062a \u0623\u0648 \u0627\u0644\u0628\u064a\u062a\u0627\u0628\u0627\u064a\u062a \u0623\u0648 \u0627\u0644\u0625\u0643\u0633\u0627\u0628\u0627\u064a\u062a. (\u062a\u0646\u0648\u064a\u0647: \u0644\u0627 \u0646\u0646\u0635\u062d \u0628\u062d\u0641\u0638 \u0641\u064a\u062f\u064a\u0648\u0647\u0627\u062a \u0627\u0644\u0642\u0637\u0637 \u0639\u0644\u0649 BigQuery. \u064a\u0631\u062c\u0649 \u0645\u0639\u0627\u0644\u062c\u0629 \u0641\u064a\u062f\u064a\u0648\u0647\u0627\u062a \u0627\u0644\u0642\u0637\u0637 \u0647\u0630\u0647 \u0628\u0634\u0643\u0644 \u0635\u062d\u064a\u062d \u0648\u062d\u0641\u0638\u0647\u0627 \u0639\u0644\u0649 \u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0633\u062d\u0627\u0628\u064a).
\n \u0627\u0644\u0646\u0642\u0644 – \u0648\u0644\u0643\u0646 \u0645\u0627\u0630\u0627 \u064a\u0639\u0646\u064a \u0628\u0642\u0627\u0621 \u0641\u064a\u062f\u064a\u0648\u0647\u0627\u062a \u0627\u0644\u0642\u0637\u0637 \u0639\u0644\u0649 \u062e\u0648\u0627\u062f\u0645 \u062c\u0648\u062c\u0644\u061f \u062a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u0646\u0642\u0644\u0647\u0627 \u0625\u0644\u0649 \u0627\u0644\u0645\u0643\u0627\u0646 \u0627\u0644\u0630\u064a \u062a\u0631\u064a\u062f \u0623\u0646\u062a \u0648\u0645\u0644\u064a\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u062d\u0648\u0644 \u0627\u0644\u0639\u0627\u0644\u0645 \u0631\u0624\u064a\u062a\u0647\u0627 \u0641\u064a\u0647! \u0644\u0630\u0644\u0643\u060c \u062a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u0641\u0647\u0645 VPC (\u0627\u0644\u0633\u062d\u0627\u0628\u0629 \u0627\u0644\u0627\u0641\u062a\u0631\u0627\u0636\u064a\u0629 \u0627\u0644\u062e\u0627\u0635\u0629) \u0648\u0643\u064a\u0641 \u062a\u0631\u0628\u0637 VPC \u0643\u0644 \u062c\u0632\u0621 \u0645\u0646 \u0627\u0644\u0646\u0638\u0627\u0645 \u0639\u0644\u0649 \u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u0639\u0627\u0644\u0645 \u0648\u062a\u062c\u0639\u0644\u0647 \u0622\u0645\u0646\u064b\u0627 \u0644\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646.
\n \u0627\u0644\u0623\u0645\u0627\u0646- \u0628\u0627\u0644\u062d\u062f\u064a\u062b \u0639\u0646 \u0623\u0645\u0627\u0646 Google Cloud\u060c \u064a\u0646\u0637\u0628\u0642 \u0647\u0630\u0627 \u0623\u064a\u0636\u064b\u0627 \u0625\u0644\u0649 \u062d\u062f \u0643\u0628\u064a\u0631 \u0639\u0644\u0649 \u0643\u064a\u0641\u064a\u0629 \u0625\u0639\u062f\u0627\u062f \u0648\u0625\u062f\u0627\u0631\u0629 \u0646\u0638\u0627\u0645\u0643 \u062f\u0627\u062e\u0644\u064a\u064b\u0627. \u062a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u0641\u0647\u0645 \u0643\u064a\u0641 \u064a\u0645\u0643\u0646 \u0644\u0644\u0645\u0634\u0627\u0631\u064a\u0639 \u0648 IAM (\u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0647\u0648\u064a\u0629 \u0648\u0627\u0644\u0648\u0635\u0648\u0644) \u0645\u0633\u0627\u0639\u062f\u062a\u0643 \u0641\u064a \u062a\u0646\u0638\u064a\u0645 \u0643\u0644 \u0634\u064a\u0621 \u0648\u062c\u0639\u0644\u0647 \u0641\u064a \u0645\u062a\u0646\u0627\u0648\u0644 \u0627\u0644\u0623\u0634\u062e\u0627\u0635 \u0627\u0644\u0645\u0646\u0627\u0633\u0628\u064a\u0646.
\n \u0627\u0644\u0625\u062f\u0627\u0631\u0629\u060c \u0648\u0628\u0627\u0644\u0637\u0628\u0639\u060c \u062a\u062d\u062a\u0627\u062c \u0623\u064a\u0636\u064b\u0627 \u0625\u0644\u0649 \u0627\u0644\u0625\u062f\u0627\u0631\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629 \u0648\u0627\u0644\u062a\u0646\u0628\u064a\u0647\u0627\u062a \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629 \u0648\u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u062a\u0634\u063a\u064a\u0644\u064a\u0629 \u0627\u0644\u0623\u062e\u0631\u0649 \u0627\u0644\u062a\u064a \u062a\u0648\u0641\u0631\u0647\u0627 Stackdriver \u0641\u064a \u0627\u0644\u0623\u0635\u0644 \u0644\u0636\u0645\u0627\u0646 \u0639\u0645\u0644 \u062c\u0645\u064a\u0639 \u0623\u062c\u0632\u0627\u0621 \u0646\u0638\u0627\u0645\u0643 \u0628\u0634\u0643\u0644 \u0635\u062d\u064a\u062d. \u062a\u062d\u062a\u0627\u062c \u0623\u064a\u0636\u064b\u0627 \u0625\u0644\u0649 \u0645\u0631\u0627\u0642\u0628\u0629 \u0648\u062a\u062d\u0644\u064a\u0644 \u0625\u0646\u0641\u0627\u0642\u0643 \u0644\u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0628\u0645\u0631\u0648\u0631 \u0627\u0644\u0648\u0642\u062a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u0646\u0628\u064a\u0647\u0627\u062a \u0627\u0644\u0641\u0648\u0627\u062a\u064a\u0631 \u0648\u0627\u0644\u0635\u0627\u062f\u0631\u0627\u062a.
\n\u0647\u0627\u0647! \u0644\u0643\u0646 \u0643\u0644 \u0645\u0627 \u0630\u0643\u0631\u062a\u0647 \u0644\u0644\u062a\u0648 \u0644\u0627 \u064a\u0632\u0627\u0644 \u064a\u062e\u062f\u0634 \u0627\u0644\u0633\u0637\u062d! ACE \u0647\u0648 \u0623\u0633\u0627\u0633 \u0645\u0633\u062a\u062f\u064a\u0631 \u062d\u0642\u064b\u0627! \u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647 \u0623\u064a\u0636\u064b\u0627 \u0644\u062c\u0645\u064a\u0639 \u0627\u0644\u0634\u0647\u0627\u062f\u0627\u062a \u0627\u0644\u0627\u062d\u062a\u0631\u0627\u0641\u064a\u0629\u060c \u0648\u0644\u064a\u0633 \u0641\u0642\u0637 \u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 GCP. \u0634\u0647\u0627\u062f\u0627\u062a All-Pro \u0635\u0639\u0628\u0629 \u0644\u0644\u063a\u0627\u064a\u0629\u060c \u0644\u0630\u0627 \u0645\u0646 \u0627\u0644\u0645\u0647\u0645 \u0623\u0646 \u064a\u0643\u0648\u0646 \u0644\u062f\u064a\u0643 \u0623\u0633\u0627\u0633 \u0645\u062a\u064a\u0646 \u0642\u0628\u0644 \u0627\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0627\u0644\u0634\u0647\u0627\u062f\u0629.
\n\u0644\u0645\u0627\u0630\u0627 \u062a\u0639\u062a\u0628\u0631 \u0634\u0647\u0627\u062f\u0629 \u0645\u0647\u0646\u062f\u0633 \u0627\u0644\u0633\u062d\u0627\u0628\u0629 \u0627\u0644\u0645\u0633\u0627\u0639\u062f (ACE) \u0645\u0646 Google \u0623\u0647\u0645 \u0634\u0647\u0627\u062f\u0627\u062a GCP\u061f
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\n\u0627\u0644\u062f\u0648\u0631 \u0627\u0644\u0627\u062d\u062a\u0631\u0627\u0641\u064a \u0627\u0644\u0623\u0648\u0644 \u0627\u0644\u0630\u064a \u0646\u063a\u0637\u064a\u0647 \u0647\u0648 \u0634\u0647\u0627\u062f\u0629 \u0645\u0647\u0646\u062f\u0633 \u0627\u0644\u0633\u062d\u0627\u0628\u0629 \u0627\u0644\u0627\u062d\u062a\u0631\u0627\u0641\u064a\u0629 \u0644\u0645\u0647\u0646\u062f\u0633 \u0627\u0644\u0633\u062d\u0627\u0628\u0629 \u0627\u0644\u0645\u062d\u062a\u0631\u0641 \u0645\u0646 Google Cloud. \u0647\u0630\u0627 \u0644\u0623\u0646\u0647 \u0627\u0644\u0623\u0643\u062b\u0631 \u0634\u064a\u0648\u0639\u064b\u0627\u060c \u0648\u0627\u0644\u0623\u0643\u062b\u0631 \u0637\u0644\u0628\u064b\u0627\u060c \u0648\u0637\u0631\u064a\u0642\u0629 \u0631\u0627\u0626\u0639\u0629 \u0644\u062a\u0648\u0641\u064a\u0631 \u0633\u064a\u0627\u0642 \u0644\u062c\u0645\u064a\u0639 \u0627\u0644\u0634\u0647\u0627\u062f\u0627\u062a \u0648\u0627\u0644\u0623\u062f\u0648\u0627\u0631 \u0627\u0644\u0623\u062e\u0631\u0649.
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\n\u062a\u0628\u0631\u0632 \u0628\u0639\u0636 \u0645\u0646\u062a\u062c\u0627\u062a DataFlow \u0648DataProc \u0648DataProc \u0648BigTable \u0648BigQuery \u0639\u0646\u062f\u0645\u0627 \u064a\u062a\u0639\u0644\u0642 \u0627\u0644\u0623\u0645\u0631 \u0628\u0645\u0646\u062a\u062c\u0627\u062a GCP \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0644\u0634\u0647\u0627\u062f\u0629 Google Cloud \u0627\u0644\u0645\u0631\u062a\u0628\u0637\u0629 \u0628\u0647\u0630\u0627 \u0627\u0644\u062f\u0648\u0631. \u0647\u0630\u0627 \u0644\u0627 \u064a\u0639\u0646\u064a \u0623\u0646\u0647 \u0644\u0627 \u064a\u0648\u062c\u062f \u0634\u064a\u0621 \u0622\u062e\u0631 \u0645\u0647\u0645 \u0623\u064a\u0636\u064b\u0627. DataPrep\u060c DataLab\u060c Data Studio\u060c Data Studio\u060c Cloud Storage\u060c Cloud SQL\u060c Cloud Pub \/ Sub\u060c \u0625\u0644\u062e. \u0641\u064a \u0627\u0644\u0648\u0627\u0642\u0639\u060c \u0643\u0644 \u0645\u0627 \u064a\u062e\u0632\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u064a\u0639\u0627\u0644\u062c\u0647\u0627. \u0644\u0643\u0646 \u0627\u0644\u0623\u0645\u0631 \u0644\u0627 \u064a\u062a\u0639\u0644\u0642 \u0641\u0642\u0637 \u0628\u0625\u0639\u062f\u0627\u062f \u0647\u0630\u0647 \u0627\u0644\u0623\u0634\u064a\u0627\u0621. \u064a\u0634\u0645\u0644 \u0647\u0630\u0627 \u0627\u0644\u062f\u0648\u0631 \u0623\u064a\u0636\u064b\u0627 \u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0629 \u0648\u0627\u0644\u0635\u064a\u0627\u0646\u0629 \u0648\u0627\u0633\u062a\u0643\u0634\u0627\u0641 \u0627\u0644\u0623\u062e\u0637\u0627\u0621 \u0648\u0625\u0635\u0644\u0627\u062d\u0647\u0627 \u0648\u062a\u062d\u0633\u064a\u0646 \u062e\u0637\u0648\u0637 \u0627\u0644\u0623\u0646\u0627\u0628\u064a\u0628 \u0647\u0630\u0647 \u0639\u0644\u0649 \u0627\u0644\u0645\u062f\u0649 \u0627\u0644\u0637\u0648\u064a\u0644. \u0627\u0644\u062a\u062d\u0630\u064a\u0631 \u0627\u0644\u0625\u0636\u0627\u0641\u064a \u0647\u0646\u0627 \u0647\u0648 \u0623\u0646 \u0647\u0630\u0627 \u0627\u0644\u062f\u0648\u0631 \u064a\u062c\u0628 \u0623\u0646 \u064a\u0643\u0648\u0646 \u0642\u0627\u062f\u0631\u064b\u0627 \u0623\u064a\u0636\u064b\u0627 \u0639\u0644\u0649 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0634\u064a\u0621 \u0622\u062e\u0631 \u063a\u064a\u0631 \u0645\u0639\u064a\u0627\u0631 \u0627\u0644\u0635\u0646\u0627\u0639\u0629 \u0641\u064a Google (\u0645\u062b\u0644 Hadoop \u0644\u0645\u0639\u0627\u0644\u062c\u0629 MapReduce \u0639\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0643\u0628\u064a\u0631\u0629 \u0623\u0648 SQL \u0644\u0625\u0646\u0634\u0627\u0621 \u0627\u0633\u062a\u0639\u0644\u0627\u0645\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0646 \u0623\u064a \u0646\u0648\u0639).
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