![\"\"](\"https:\/\/aisuperior.com\/wp-content\/uploads\/2024\/12\/AI-Superior-300x55-1-300x81.png\")
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<\/p>\n
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![\"\"](\"https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/04\/Confluent--300x48.png\")
<\/p>\n
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![\"\"](\"https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/01\/amazon-300x132.png\")
<\/p>\n
\u0623\u0645\u0627\u0632\u0648\u0646 \u0643\u064a\u0646\u064a\u0633\u064a\u0633 \u0647\u064a \u062e\u062f\u0645\u0629 \u0645\u0642\u062f\u0645\u0629 \u0645\u0646 \u062e\u062f\u0645\u0627\u062a \u0623\u0645\u0627\u0632\u0648\u0646 \u0648\u064a\u0628 (AWS)\u060c \u062a\u064f\u0642\u062f\u0645 \u0645\u0646\u0635\u0629 \u0645\u064f\u062f\u0627\u0631\u0629 \u0628\u0627\u0644\u0643\u0627\u0645\u0644 \u0648\u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0637\u0648\u064a\u0631 \u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u062a\u062f\u0641\u0642\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a. \u0635\u064f\u0645\u0645\u062a \u0627\u0644\u062e\u062f\u0645\u0629 \u0644\u0627\u0644\u062a\u0642\u0627\u0637 \u0648\u0645\u0639\u0627\u0644\u062c\u0629 \u0648\u062a\u062d\u0644\u064a\u0644 \u0643\u0645\u064a\u0627\u062a \u0643\u0628\u064a\u0631\u0629 \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u062f\u0641\u0642\u0629 \u0641\u064a \u0627\u0644\u062b\u0627\u0646\u064a\u0629 \u0645\u0646 \u0645\u0635\u0627\u062f\u0631 \u0645\u062a\u0646\u0648\u0639\u0629\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u0627\u0644\u0641\u064a\u062f\u064a\u0648 \u0648\u0627\u0644\u0633\u062c\u0644\u0627\u062a \u0648\u0642\u064a\u0627\u0633\u0627\u062a \u0623\u062c\u0647\u0632\u0629 \u0625\u0646\u062a\u0631\u0646\u062a \u0627\u0644\u0623\u0634\u064a\u0627\u0621 \u0639\u0646 \u0628\u064f\u0639\u062f \u0648\u062e\u0644\u0627\u0635\u0627\u062a \u0648\u0633\u0627\u0626\u0644 \u0627\u0644\u062a\u0648\u0627\u0635\u0644 \u0627\u0644\u0627\u062c\u062a\u0645\u0627\u0639\u064a.<\/p>\n
\u064a\u064f\u0645\u0643\u0651\u0646 Kinesis \u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0645\u0646 \u0625\u062c\u0631\u0627\u0621 \u0645\u0631\u0627\u0642\u0628\u0629 \u0622\u0646\u064a\u0629\u060c \u0648\u0627\u062a\u062e\u0627\u0630 \u0642\u0631\u0627\u0631\u0627\u062a \u0633\u0631\u064a\u0639\u0629\u060c \u0648\u0627\u0633\u062a\u062e\u0644\u0627\u0635 \u0631\u0624\u0649 \u0639\u0645\u0644\u064a\u0629 \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u062f\u0641\u0642\u0629. \u0635\u064f\u0645\u0645\u062a \u0627\u0644\u0645\u0646\u0635\u0629 \u0644\u0644\u062a\u0643\u0627\u0645\u0644 \u0628\u0633\u0644\u0627\u0633\u0629 \u0645\u0639 \u0627\u0644\u062e\u062f\u0645\u0627\u062a \u0627\u0644\u0623\u062e\u0631\u0649 \u0636\u0645\u0646 \u0645\u0646\u0638\u0648\u0645\u0629 AWS\u060c \u0645\u0645\u0627 \u064a\u064f\u0633\u0647\u0651\u0644 \u062a\u0637\u0648\u064a\u0631 \u0642\u0646\u0648\u0627\u062a \u0628\u064a\u0627\u0646\u0627\u062a \u0642\u0648\u064a\u0629 \u0642\u0627\u062f\u0631\u0629 \u0639\u0644\u0649 \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0643\u0645\u064a\u0627\u062a \u0643\u0628\u064a\u0631\u0629 \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/p>\n
![\"\"](\"https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/04\/Google-Cloud-Dataflow-300x139.png\")
<\/p>\n
Google Cloud Dataflow \u0647\u064a \u062e\u062f\u0645\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u062a\u0642\u062f\u0645\u0647\u0627 Google Cloud\u060c \u0645\u0635\u0645\u0645\u0629 \u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0641\u0648\u0631\u064a\u0629 \u0648\u0627\u0644\u062f\u0641\u0639\u064a\u0629. \u062a\u0631\u0643\u0632 \u0627\u0644\u0645\u0646\u0635\u0629 \u0639\u0644\u0649 \u0627\u0644\u062a\u0648\u0633\u0639 \u0627\u0644\u062a\u0644\u0642\u0627\u0626\u064a \u0648\u0627\u0644\u062a\u062e\u0635\u064a\u0635 \u0627\u0644\u062f\u064a\u0646\u0627\u0645\u064a\u0643\u064a \u0644\u0644\u0645\u0648\u0627\u0631\u062f \u0644\u062a\u0628\u0633\u064a\u0637 \u0625\u062f\u0627\u0631\u0629 \u0633\u064a\u0631 \u0639\u0645\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0639\u0642\u062f\u0629. \u0648\u062a\u0647\u062f\u0641 \u0625\u0644\u0649 \u062a\u0632\u0648\u064a\u062f \u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0628\u0627\u0644\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0628\u0643\u0641\u0627\u0621\u0629 \u0645\u0639 \u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0633\u0639\u0629 \u0627\u0644\u0646\u0637\u0627\u0642.<\/p>\n
\u062a\u064f\u0639\u062f\u0651 Dataflow \u0623\u062f\u0627\u0629\u064b \u0645\u062b\u0627\u0644\u064a\u0629\u064b \u0644\u0645\u062e\u062a\u0644\u0641 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0643\u062b\u064a\u0641\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u0627\u0644\u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0648\u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u0641\u0648\u0631\u064a\u0629. \u0643\u0645\u0627 \u062a\u062f\u0639\u0645 \u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0648\u0627\u0644\u062a\u062d\u0648\u064a\u0644 \u0648\u0627\u0644\u062a\u062d\u0645\u064a\u0644 (ETL)\u060c \u0648\u062a\u0637\u0648\u064a\u0631 \u0623\u0646\u0627\u0628\u064a\u0628 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a\u060c \u0648\u0645\u0639\u0627\u0644\u062c\u0629 \u062a\u062f\u0641\u0642\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u064f\u062f\u0627\u0631\u0629 \u0628\u0627\u0644\u0623\u062d\u062f\u0627\u062b. \u062a\u0647\u062f\u0641 \u0647\u0630\u0647 \u0627\u0644\u062e\u062f\u0645\u0629 \u0625\u0644\u0649 \u062a\u0628\u0633\u064a\u0637 \u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0639\u0642\u062f\u0629.<\/p>\n
![\"\"](\"https:\/\/aisuperior.com\/wp-content\/uploads\/2024\/04\/Cloudera-300x37.png\")
<\/p>\n
\u062a\u064f\u0642\u062f\u0645 Cloudera Stream Processing (CSP) \u0645\u0646\u0635\u0629\u064b \u0644\u0644\u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0627\u0644\u0641\u0648\u0631\u064a\u0629 \u0639\u0644\u0649 \u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a. \u0648\u0647\u064a \u062a\u062f\u0645\u062c \u062a\u0642\u0646\u064a\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u062a\u062f\u0641\u0642 \u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0637\u0648\u064a\u0631 \u0645\u062b\u0644 Apache Kafka \u0648Apache Flink \u0648NiFi. \u062a\u0647\u062f\u0641 \u0627\u0644\u0645\u0646\u0635\u0629 \u0625\u0644\u0649 \u062a\u0645\u0643\u064a\u0646 \u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0645\u0646 \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0627\u0644\u0633\u0631\u064a\u0639\u0629 \u0644\u0644\u0623\u062d\u062f\u0627\u062b \u0627\u0644\u062d\u0631\u062c\u0629 \u0648\u0627\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0631\u0624\u0649 \u0622\u0646\u064a\u0629 \u0645\u0646 \u0643\u0645\u064a\u0627\u062a \u0647\u0627\u0626\u0644\u0629 \u0645\u0646 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u062f\u0641\u0642.<\/p>\n
\u0635\u064f\u0645\u0645\u062a \u062d\u0644\u0648\u0644 CSP \u0644\u062a\u0633\u0647\u064a\u0644 \u0628\u0646\u0627\u0621 \u062e\u0637\u0648\u0637 \u0623\u0646\u0627\u0628\u064a\u0628 \u0628\u064a\u0627\u0646\u0627\u062a \u0622\u0646\u064a\u0629 \u0645\u0639\u0642\u062f\u0629 \u0648\u0645\u0648\u0632\u0639\u0629\u060c \u0642\u0627\u062f\u0631\u0629 \u0639\u0644\u0649 \u0627\u0644\u0639\u0645\u0644 \u0639\u0628\u0631 \u0628\u0646\u0649 \u062a\u062d\u062a\u064a\u0629 \u0633\u062d\u0627\u0628\u064a\u0629 \u0647\u062c\u064a\u0646\u0629 \u0648\u0645\u062a\u0639\u062f\u062f\u0629. \u0628\u0641\u0636\u0644 \u0623\u062f\u0648\u0627\u062a\u0647\u0627 \u0633\u0647\u0644\u0629 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0648\u0645\u062d\u0631\u0643 \u0645\u0639\u0627\u0644\u062c\u0629 \u0645\u0646\u062e\u0641\u0636 \u0627\u0644\u0643\u0645\u0648\u0646\u060c \u062a\u064f\u0639\u062f\u0651 \u0647\u0630\u0647 \u0627\u0644\u062d\u0644\u0648\u0644 \u0645\u062b\u0627\u0644\u064a\u0629 \u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0645\u062b\u0644 \u0643\u0634\u0641 \u0627\u0644\u0627\u062d\u062a\u064a\u0627\u0644 \u0648\u062a\u062d\u0644\u064a\u0644 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0639\u0645\u0644\u0627\u0621.<\/p>\n
![\"\"](\"https:\/\/aisuperior.com\/wp-content\/uploads\/2024\/07\/microsoft-azure-300x225.jpg\")
<\/p>\n
Azure Stream Analytics \u0647\u064a \u062e\u062f\u0645\u0629 \u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0622\u0646\u064a\u0629 \u0645\u064f\u062f\u0627\u0631\u0629 \u0628\u0627\u0644\u0643\u0627\u0645\u0644\u060c \u0645\u0642\u062f\u0645\u0629 \u0645\u0646 \u0645\u0627\u064a\u0643\u0631\u0648\u0633\u0648\u0641\u062a\u060c \u0648\u0645\u064f\u0635\u0645\u0645\u0629 \u0644\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0623\u0639\u0628\u0627\u0621 \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u062d\u0631\u062c\u0629. \u062a\u062a\u064a\u062d \u0647\u0630\u0647 \u0627\u0644\u062e\u062f\u0645\u0629 \u0644\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u062a\u062d\u0644\u064a\u0644 \u0648\u0645\u0639\u0627\u0644\u062c\u0629 \u062a\u062f\u0641\u0642\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u0633\u0631\u0639\u0629 \u0627\u0644\u0642\u0627\u062f\u0645\u0629 \u0645\u0646 \u0645\u0635\u0627\u062f\u0631 \u0645\u064f\u062a\u0646\u0648\u0639\u0629\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u0623\u062c\u0647\u0632\u0629 \u0625\u0646\u062a\u0631\u0646\u062a \u0627\u0644\u0623\u0634\u064a\u0627\u0621 \u0648\u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0648\u062e\u062f\u0645\u0627\u062a \u0627\u0644\u0633\u062d\u0627\u0628\u0629 \u0627\u0644\u0623\u062e\u0631\u0649 \u0636\u0645\u0646 \u0645\u0646\u0638\u0648\u0645\u0629 Azure.<\/p>\n
\u062a\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u062e\u062f\u0645\u0629 \u0644\u063a\u0629 \u0627\u0633\u062a\u0639\u0644\u0627\u0645 \u0634\u0628\u064a\u0647\u0629 \u0628\u0644\u063a\u0629 SQL\u060c \u0645\u0645\u0627 \u064a\u064f\u0628\u0633\u0637 \u0639\u0645\u0644\u064a\u0629 \u0627\u0633\u062a\u0639\u0644\u0627\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062a\u062d\u0648\u064a\u0644\u0647\u0627 \u0623\u062b\u0646\u0627\u0621 \u0645\u0639\u0627\u0644\u062c\u062a\u0647\u0627. \u064a\u0648\u0641\u0631 Azure Stream Analytics \u0625\u0645\u0643\u0627\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u0643\u0627\u0645\u0644 \u0645\u0639 \u062e\u062f\u0645\u0627\u062a Microsoft \u0627\u0644\u0623\u062e\u0631\u0649\u060c \u0645\u062b\u0644 Power BI \u0648Azure Synapse\u060c \u0628\u0627\u0644\u0625\u0636\u0627\u0641\u0629 \u0625\u0644\u0649 \u062e\u062f\u0645\u0627\u062a \u0645\u062b\u0644 Event Hubs\u060c \u0644\u062a\u0633\u0647\u064a\u0644 \u062a\u0642\u062f\u064a\u0645 \u0631\u0624\u0649 \u0634\u0627\u0645\u0644\u0629 \u0648\u062a\u0645\u0643\u064a\u0646 \u0627\u0633\u062a\u062c\u0627\u0628\u0627\u062a \u0630\u0643\u064a\u0629 \u062a\u0633\u062a\u0646\u062f \u0625\u0644\u0649 \u0628\u064a\u0627\u0646\u0627\u062a \u0622\u0646\u064a\u0629.<\/p>\n
![\"\"](\"https:\/\/aisuperior.com\/wp-content\/uploads\/2024\/04\/IBM-Consulting-300x117.png\")
<\/p>\n
IBM Streams \u0647\u064a \u0645\u0646\u0635\u0629 \u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0622\u0646\u064a\u0629 \u062a\u0642\u062f\u0645\u0647\u0627 IBM\u060c \u0645\u0635\u0645\u0645\u0629 \u0644\u062a\u0645\u0643\u064a\u0646 \u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0645\u0646 \u062a\u0637\u0648\u064a\u0631 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0642\u0627\u062f\u0631\u0629 \u0639\u0644\u0649 \u0627\u0633\u062a\u064a\u0639\u0627\u0628 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0628\u062b \u0648\u062a\u062d\u0644\u064a\u0644\u0647\u0627 \u0648\u0631\u0628\u0637\u0647\u0627. \u062a\u0631\u0643\u0632 \u0627\u0644\u0645\u0646\u0635\u0629 \u0639\u0644\u0649 \u062a\u0648\u0641\u064a\u0631 \u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0633\u062a\u062e\u0628\u0627\u0631\u0627\u062a\u064a\u0629 \u0645\u0633\u062a\u0645\u0631\u0629 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0645\u0639\u0627\u0644\u062c\u0629 \u0643\u0645\u064a\u0627\u062a \u0643\u0628\u064a\u0631\u0629 \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u0633\u0631\u0639\u0629 \u0622\u0646\u064a\u064b\u0627.<\/p>\n
\u064a\u0648\u0641\u0631 IBM Streams \u0645\u0631\u0648\u0646\u0629 \u0641\u064a \u0627\u0644\u0646\u0634\u0631 \u0643\u0628\u0631\u0646\u0627\u0645\u062c \u0643\u062e\u062f\u0645\u0629 (SaaS) \u0639\u0644\u0649 \u0633\u062d\u0627\u0628\u0629 IBM \u0623\u0648 \u0643\u062a\u062b\u0628\u064a\u062a \u0645\u062d\u0644\u064a. \u0643\u0645\u0627 \u0623\u0646\u0647 \u0645\u062f\u0645\u062c \u0636\u0645\u0646 IBM Cloud Pak for Data\u060c \u0645\u0645\u0627 \u064a\u062a\u064a\u062d \u0644\u0644\u0641\u0631\u0642 \u0627\u0644\u0639\u0645\u0644 \u0628\u0634\u0643\u0644 \u062a\u0639\u0627\u0648\u0646\u064a \u0639\u0644\u0649 \u0643\u0644 \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u062f\u0641\u0642\u0629 \u0648\u0627\u0644\u0645\u062e\u0632\u0646\u0629 \u0636\u0645\u0646 \u0628\u064a\u0626\u0629 \u0645\u0646\u0635\u0629 \u0645\u0648\u062d\u062f\u0629.<\/p>\n
![\"\"](\"https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/04\/Redpanda.png\")
<\/p>\n
\u0631\u064a\u062f\u0628\u0627\u0646\u062f\u0627 \u0645\u0646\u0635\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u064f\u062a\u062f\u0641\u0642\u0629\u060c \u0645\u064f\u0635\u0645\u0645\u0629 \u0644\u062a\u062d\u0642\u064a\u0642 \u0623\u062f\u0627\u0621 \u0639\u0627\u0644\u064d \u0648\u062a\u0648\u0627\u0641\u0642 \u0645\u0639 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0643\u0627\u0641\u0643\u0627. \u062a\u0623\u0633\u0633\u062a \u0631\u064a\u062f\u0628\u0627\u0646\u062f\u0627 \u0639\u0627\u0645 \u0662\u0660\u0661\u0669\u060c \u0648\u0645\u0642\u0631\u0647\u0627 \u0633\u0627\u0646 \u0641\u0631\u0627\u0646\u0633\u064a\u0633\u0643\u0648\u060c \u0648\u062a\u064f\u0631\u0643\u0632 \u0639\u0644\u0649 \u062a\u0648\u0641\u064a\u0631 \u0627\u0644\u0633\u0631\u0639\u0629 \u0648\u0627\u0644\u0628\u0633\u0627\u0637\u0629 \u0648\u0627\u0644\u0643\u0641\u0627\u0621\u0629 \u0644\u0644\u0645\u0637\u0648\u0631\u064a\u0646 \u0627\u0644\u0630\u064a\u0646 \u064a\u064f\u0637\u0648\u0631\u0648\u0646 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0622\u0646\u064a\u0629. \u0648\u062a\u0647\u062f\u0641 \u0625\u0644\u0649 \u062a\u0642\u0644\u064a\u0644 \u0627\u0644\u062a\u0639\u0642\u064a\u062f \u0627\u0644\u062a\u0634\u063a\u064a\u0644\u064a \u0627\u0644\u0645\u064f\u0631\u062a\u0628\u0637 \u0639\u0627\u062f\u0629\u064b \u0628\u0639\u0645\u0644\u064a\u0627\u062a \u0646\u0634\u0631 \u0643\u0627\u0641\u0643\u0627 \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629.<\/p>\n
\u0635\u064f\u0645\u0645\u062a \u0627\u0644\u0645\u0646\u0635\u0629 \u0644\u0644\u062a\u062e\u0644\u0635 \u0645\u0646 \u0627\u0644\u062a\u0628\u0639\u064a\u0627\u062a \u0645\u062b\u0644 ZooKeeper \u0648Java Virtual Machine (JVM). \u064a\u0647\u062f\u0641 \u0647\u0630\u0627 \u0627\u0644\u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0645\u0639\u0645\u0627\u0631\u064a \u0625\u0644\u0649 \u062a\u0648\u0641\u064a\u0631 \u062a\u062c\u0631\u0628\u0629 \u0628\u062b \u0628\u064a\u0627\u0646\u0627\u062a \u0623\u0628\u0633\u0637 \u0648\u0623\u0643\u062b\u0631 \u0645\u0648\u062b\u0648\u0642\u064a\u0629 \u0644\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646.<\/p>\n
![\"\"](\"https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/04\/PubNub-300x87.png\")
<\/p>\n
PubNub \u0647\u064a \u0645\u0646\u0635\u0629 \u062a\u0648\u0627\u0635\u0644 \u062a\u064f\u0645\u0643\u0651\u0646 \u0627\u0644\u0645\u0637\u0648\u0631\u064a\u0646 \u0645\u0646 \u0628\u0646\u0627\u0621 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0622\u0646\u064a\u0629 \u0644\u0644\u0648\u064a\u0628 \u0648\u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0645\u062d\u0645\u0648\u0644\u0629. \u062a\u0623\u0633\u0633\u062a \u0639\u0627\u0645 \u0662\u0660\u0661\u0660\u060c \u0648\u0645\u0642\u0631\u0647\u0627 \u0633\u0627\u0646 \u0641\u0631\u0627\u0646\u0633\u064a\u0633\u0643\u0648\u060c \u0643\u0627\u0644\u064a\u0641\u0648\u0631\u0646\u064a\u0627\u060c \u0648\u062a\u064f\u0634\u063a\u0651\u0644 PubNub \u0634\u0628\u0643\u0629 \u0639\u0627\u0644\u0645\u064a\u0629 \u0644\u062a\u062f\u0641\u0642 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u062a\u062f\u0639\u0645 \u0639\u062f\u062f\u064b\u0627 \u0643\u0628\u064a\u0631\u064b\u0627 \u0645\u0646 \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0648\u062a\u0639\u0627\u0644\u062c \u0639\u062f\u062f\u064b\u0627 \u0643\u0628\u064a\u0631\u064b\u0627 \u0645\u0646 \u0627\u0644\u0631\u0633\u0627\u0626\u0644 \u0634\u0647\u0631\u064a\u064b\u0627.<\/p>\n
\u062a\u0648\u0641\u0631 \u0627\u0644\u0645\u0646\u0635\u0629 \u0645\u062c\u0645\u0648\u0639\u0629 \u0645\u0646 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0648\u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629 \u0627\u0644\u0645\u0635\u0645\u0645\u0629 \u0644\u062a\u0633\u0647\u064a\u0644 \u062a\u0628\u0627\u062f\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u062a\u0641\u0627\u0639\u0644 \u0627\u0644\u0641\u0648\u0631\u064a \u062f\u0627\u062e\u0644 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a. \u0635\u064f\u0645\u0645\u062a \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629 \u0644\u0634\u0628\u0643\u062a\u0647\u0627 \u0627\u0644\u0639\u0627\u0644\u0645\u064a\u0629 \u0644\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0645\u0639\u062f\u0644 \u0646\u0642\u0644 \u0631\u0633\u0627\u0626\u0644 \u0645\u0631\u062a\u0641\u0639 \u0648\u062f\u0639\u0645 \u0645\u062c\u0645\u0648\u0639\u0629 \u0648\u0627\u0633\u0639\u0629 \u0645\u0646 \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0645\u062a\u0635\u0644\u0629.<\/p>\n
![\"\"](\"https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/04\/DataStax-300x62.png\")
<\/p>\n
DataStax \u0634\u0631\u0643\u0629 \u062a\u064f\u0631\u0643\u0632 \u0639\u0644\u0649 \u062d\u0644\u0648\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0641\u0648\u0631\u064a\u0629\u060c \u0648\u062a\u062a\u062e\u0635\u0635 \u0641\u064a \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a. \u064a\u0642\u0639 \u0645\u0642\u0631\u0647\u0627 \u0627\u0644\u0631\u0626\u064a\u0633\u064a \u0641\u064a \u0633\u0627\u0646\u062a\u0627 \u0643\u0644\u0627\u0631\u0627\u060c \u0643\u0627\u0644\u064a\u0641\u0648\u0631\u0646\u064a\u0627\u060c \u0648\u062a\u064f\u0642\u062f\u0645 \u062e\u062f\u0645\u0629 Astra DB\u060c \u0648\u0647\u064a \u062e\u062f\u0645\u0629 \u0642\u0648\u0627\u0639\u062f \u0628\u064a\u0627\u0646\u0627\u062a \u0633\u062d\u0627\u0628\u064a\u0629 \u0645\u0628\u0646\u064a\u0629 \u0639\u0644\u0649 Apache Cassandra. \u0643\u0645\u0627 \u062a\u064f\u0642\u062f\u0645 \u062e\u062f\u0645\u0629 Astra Streaming\u060c \u0648\u0647\u064a \u062e\u062f\u0645\u0629 \u0633\u062d\u0627\u0628\u064a\u0629 \u0644\u0644\u0645\u0631\u0627\u0633\u0644\u0629 \u0648\u0628\u062b \u0627\u0644\u0623\u062d\u062f\u0627\u062b \u0645\u0628\u0646\u064a\u0629 \u0639\u0644\u0649 Apache Pulsar.<\/p>\n
\u0627\u0639\u062a\u0628\u0627\u0631\u064b\u0627 \u0645\u0646 \u064a\u0648\u0646\u064a\u0648 2022\u060c \u0623\u0641\u0627\u062f\u062a \u0634\u0631\u0643\u0629 DataStax \u0628\u062e\u062f\u0645\u0629 \u062d\u0648\u0627\u0644\u064a 800 \u0639\u0645\u064a\u0644 \u0641\u064a \u0623\u0643\u062b\u0631 \u0645\u0646 50 \u062f\u0648\u0644\u0629. \u062a\u0647\u062f\u0641 \u0639\u0631\u0648\u0636\u0647\u0627 \u0625\u0644\u0649 \u062a\u0648\u0641\u064a\u0631 \u0628\u0646\u064a\u0629 \u062a\u062d\u062a\u064a\u0629 \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0637\u0648\u064a\u0631 \u0648\u0645\u0648\u062b\u0648\u0642\u0629 \u0644\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u064f\u0646\u0634\u0626 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0622\u0646\u064a\u0629 \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a.<\/p>\n
![\"\"](\"https:\/\/aisuperior.com\/wp-content\/uploads\/2024\/10\/Splunk-300x88.png\")
<\/p>\n
\u0634\u0631\u0643\u0629 Splunk Inc. \u0647\u064a \u0634\u0631\u0643\u0629 \u0628\u0631\u0645\u062c\u064a\u0627\u062a \u0623\u0645\u0631\u064a\u0643\u064a\u0629 \u062a\u064f\u0637\u0648\u0651\u0631 \u0645\u0646\u0635\u0627\u062a \u0644\u0644\u0628\u062d\u062b \u0648\u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0629 \u0648\u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0641\u0648\u0631\u064a \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u064f\u0648\u0644\u0651\u062f\u0629 \u0622\u0644\u064a\u064b\u0627. \u064a\u0642\u0639 \u0645\u0642\u0631\u0647\u0627 \u0627\u0644\u0631\u0626\u064a\u0633\u064a \u0641\u064a \u0633\u0627\u0646 \u0641\u0631\u0627\u0646\u0633\u064a\u0633\u0643\u0648\u060c \u0643\u0627\u0644\u064a\u0641\u0648\u0631\u0646\u064a\u0627\u060c \u0648\u0642\u062f \u0635\u064f\u0645\u0651\u0645 \u0628\u0631\u0646\u0627\u0645\u062c Splunk \u0644\u0627\u0644\u062a\u0642\u0627\u0637 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0641\u0647\u0631\u0633\u062a\u0647\u0627 \u0648\u0631\u0628\u0637\u0647\u0627 \u0623\u062b\u0646\u0627\u0621 \u062a\u0648\u0644\u064a\u062f\u0647\u0627. \u062a\u064f\u0645\u0643\u0651\u0646 \u0647\u0630\u0647 \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u0645\u0646 \u0625\u0646\u0634\u0627\u0621 \u0631\u0624\u0649 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0644\u0648\u062d\u0627\u062a \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0648\u0627\u0644\u062a\u0635\u0648\u0631\u0627\u062a.<\/p>\n
\u0645\u0646 \u0627\u0644\u062c\u062f\u064a\u0631 \u0628\u0627\u0644\u0630\u0643\u0631 \u0623\u0646\u0647 \u0641\u064a \u0645\u0627\u0631\u0633 2024\u060c \u0627\u0633\u062a\u062d\u0648\u0630\u062a \u0634\u0631\u0643\u0629 \u0633\u064a\u0633\u0643\u0648 \u0639\u0644\u0649 \u0634\u0631\u0643\u0629 Splunk. \u062a\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u062a\u0642\u0646\u064a\u0629 Splunk \u0644\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0645\u0639\u0644\u0648\u0645\u0627\u062a \u062a\u0634\u063a\u064a\u0644\u064a\u0629\u060c \u0648\u0631\u0624\u0649 \u0623\u0645\u0646\u064a\u0629\u060c \u0648\u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0623\u0639\u0645\u0627\u0644 \u0645\u0646 \u062a\u062f\u0641\u0642\u0627\u062a \u0628\u064a\u0627\u0646\u0627\u062a\u0647\u0627.<\/p>\n
![\"\"](\"https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/04\/StreamNative-300x59.png\")
<\/p>\n
\u062a\u0648\u0641\u0631 StreamNative \u0645\u0646\u0635\u0629 \u0645\u0648\u062d\u062f\u0629 \u0644\u0644\u0645\u0631\u0627\u0633\u0644\u0629 \u0648\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0645\u0628\u0646\u064a\u0629 \u0639\u0644\u0649 \u0623\u0633\u0627\u0633 Apache Pulsar. \u062a\u0623\u0633\u0633\u062a \u0627\u0644\u0634\u0631\u0643\u0629 \u0639\u0644\u0649 \u064a\u062f \u0627\u0644\u0645\u0637\u0648\u0631\u064a\u0646 \u0627\u0644\u0623\u0635\u0644\u064a\u064a\u0646 \u0644\u0640 Pulsar\u060c \u0648\u062a\u0631\u0643\u0632 \u0639\u0644\u0649 \u062a\u0628\u0633\u064a\u0637 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a \u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a \u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a. \u0635\u064f\u0645\u0645\u062a \u0645\u0646\u0635\u062a\u0647\u0627 \u0644\u062a\u0648\u0641\u064a\u0631 \u0642\u0627\u0628\u0644\u064a\u0629 \u062a\u0648\u0633\u0639 \u0645\u062a\u0642\u062f\u0645\u0629\u060c \u0648\u0625\u0645\u0643\u0627\u0646\u064a\u0629 \u062a\u0639\u062f\u062f \u0627\u0644\u0645\u0633\u062a\u0623\u062c\u0631\u064a\u0646\u060c \u0648\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0646\u0633\u062e \u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a.<\/p>\n
\u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u0627\u0633\u062a\u0641\u0627\u062f\u0629 \u0645\u0646 Apache Pulsar\u060c \u062a\u0647\u062f\u0641 StreamNative \u0625\u0644\u0649 \u062a\u0648\u0641\u064a\u0631 \u062d\u0644 \u0642\u0648\u064a \u0648\u0645\u0631\u0646 \u0644\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0645\u0639\u0627\u0644\u062c\u062a\u0647\u0627 \u0622\u0646\u064a\u064b\u0627. \u062a\u0633\u0639\u0649 \u0645\u0646\u0635\u062a\u0647\u0627 \u0625\u0644\u0649 \u062a\u0628\u0633\u064a\u0637 \u0627\u0644\u062a\u0639\u0642\u064a\u062f\u0627\u062a \u0627\u0644\u0645\u0631\u062a\u0628\u0637\u0629 \u0639\u0627\u062f\u0629\u064b \u0628\u0628\u0646\u0627\u0621 \u0648\u0635\u064a\u0627\u0646\u0629 \u0628\u0646\u064a\u0629 \u062a\u062d\u062a\u064a\u0629 \u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0637\u0648\u064a\u0631 \u0644\u0644\u0645\u0631\u0627\u0633\u0644\u0629 \u0648\u0627\u0644\u0628\u062b.<\/p>\n
![\"\"](\"https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/04\/Ververica-300x150.png\")
<\/p>\n
Ververica \u0647\u064a \u0634\u0631\u0643\u0629 \u062a\u064f\u0642\u062f\u0651\u0645 \u0645\u0646\u0635\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u062a\u062f\u0641\u0642\u064a\u0629 \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 Apache Flink\u060c \u0648\u0642\u062f \u0623\u0633\u0651\u0633\u0647\u0627 \u0627\u0644\u0645\u0637\u0648\u0651\u0631\u0648\u0646 \u0627\u0644\u0623\u0635\u0644\u064a\u0648\u0646 \u0644\u0640 Flink. \u0645\u0646\u062a\u062c\u0647\u0627 \u0627\u0644\u0631\u0626\u064a\u0633\u064a \u0647\u0648 \u0645\u0646\u0635\u0629 Ververica\u060c \u0648\u0647\u064a \u062a\u0648\u0632\u064a\u0639 \u062a\u062c\u0627\u0631\u064a \u0645\u0646 Apache Flink. \u062a\u062a\u0636\u0645\u0646 \u0647\u0630\u0647 \u0627\u0644\u0645\u0646\u0635\u0629 \u0645\u064a\u0632\u0627\u062a \u0625\u0636\u0627\u0641\u064a\u0629 \u0639\u0644\u0649 \u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u062a\u064f\u0631\u0643\u0651\u0632 \u0639\u0644\u0649 \u062a\u0639\u0632\u064a\u0632 \u0627\u0644\u0645\u0648\u062b\u0648\u0642\u064a\u0629 \u0648\u0627\u0644\u0623\u0645\u0627\u0646 \u0644\u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u0646\u0634\u0631 \u0641\u064a \u0627\u0644\u0625\u0646\u062a\u0627\u062c.<\/p>\n
\u062a\u0647\u062f\u0641 \u0645\u0646\u0635\u0629 Ververica \u0625\u0644\u0649 \u062a\u0628\u0633\u064a\u0637 \u0627\u0639\u062a\u0645\u0627\u062f \u0648\u0625\u062f\u0627\u0631\u0629 Apache Flink \u0644\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u062a\u0637\u0644\u0628 \u0642\u062f\u0631\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u062a\u062f\u0641\u0642\u064a\u0629 \u0642\u0648\u064a\u0629. \u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u0648\u0641\u064a\u0631 \u062a\u0648\u0632\u064a\u0639 \u0645\u062f\u0639\u0648\u0645 \u0648\u0645\u064f\u062d\u0633\u0651\u0646\u060c \u062a\u0633\u0639\u0649 Ververica \u0625\u0644\u0649 \u062a\u0644\u0628\u064a\u0629 \u0627\u062d\u062a\u064a\u0627\u062c\u0627\u062a \u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u062a\u0637\u0644\u0628 \u0645\u0639\u0627\u0644\u062c\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0622\u0646\u064a\u0629 \u0635\u0627\u0631\u0645\u0629.<\/p>\n
![\"\"](\"https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/04\/Tinybird.png\")
<\/p>\n
Tinybird \u0647\u064a \u0645\u0646\u0635\u0629 \u062a\u064f\u0631\u0643\u0632 \u0639\u0644\u0649 \u0627\u0644\u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0627\u0644\u0641\u0648\u0631\u064a\u0629\u060c \u0648\u0647\u064a \u0645\u0635\u0645\u0645\u0629 \u0644\u062a\u0645\u0643\u064a\u0646 \u0627\u0644\u0645\u0637\u0648\u0631\u064a\u0646 \u0645\u0646 \u0625\u0646\u0634\u0627\u0621 \u0648\u0627\u062c\u0647\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0645\u0628\u0627\u0634\u0631\u0629\u064b \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u062f\u0641\u0642\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 SQL. \u062a\u064f\u0631\u0643\u0632 \u0627\u0644\u0645\u0646\u0635\u0629 \u0639\u0644\u0649 \u0627\u0644\u0633\u0631\u0639\u0629 \u0648\u0642\u0627\u0628\u0644\u064a\u0629 \u0627\u0644\u062a\u0648\u0633\u0639\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647\u0627 \u0645\u0646\u0627\u0633\u0628\u0629 \u0628\u0634\u0643\u0644 \u062e\u0627\u0635 \u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0645\u062b\u0644 \u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0627\u0644\u0645\u0646\u062a\u062c\u0627\u062a\u060c \u0648\u0644\u0648\u062d\u0627\u062a \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u062a\u0634\u063a\u064a\u0644\u064a\u0629\u060c \u0648\u0627\u0644\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u062a\u064a \u062a\u064f\u062f\u0627\u0631 \u0628\u0627\u0644\u0623\u062d\u062f\u0627\u062b \u0627\u0644\u0641\u0648\u0631\u064a\u0629.<\/p>\n
\u0645\u0646 \u062e\u0644\u0627\u0644 \u0625\u062a\u0627\u062d\u0629 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 SQL \u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0628\u062b \u0648\u0627\u0644\u0627\u0633\u062a\u0639\u0644\u0627\u0645 \u0639\u0646\u0647\u0627\u060c \u062a\u0647\u062f\u0641 Tinybird \u0625\u0644\u0649 \u062a\u0628\u0633\u064a\u0637 \u0639\u0645\u0644\u064a\u0629 \u0628\u0646\u0627\u0621 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u062a\u062d\u0644\u064a\u0644\u064a\u0629 \u0622\u0646\u064a\u0629 \u0648\u0639\u0631\u0636 \u0627\u0644\u0631\u0624\u0649 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0648\u0627\u062c\u0647\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a. \u064a\u0647\u062f\u0641 \u0647\u0630\u0627 \u0627\u0644\u0646\u0647\u062c \u0625\u0644\u0649 \u062a\u0632\u0648\u064a\u062f \u0627\u0644\u0645\u0637\u0648\u0631\u064a\u0646 \u0628\u0637\u0631\u064a\u0642\u0629 \u0633\u0647\u0644\u0629 \u0648\u0641\u0639\u0651\u0627\u0644\u0629 \u0644\u0644\u0627\u0633\u062a\u0641\u0627\u062f\u0629 \u0645\u0646 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0628\u062b \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0647\u0645.<\/p>\n
![\"\"](\"https:\/\/aisuperior.com\/wp-content\/uploads\/2024\/12\/Materialize-Labs.jpg\")
<\/p>\n
\u064a\u0642\u062f\u0645 Materialize \u0642\u0627\u0639\u062f\u0629 \u0628\u064a\u0627\u0646\u0627\u062a SQL \u0645\u062a\u062f\u0641\u0642\u0629 \u062a\u064f\u0645\u0643\u0651\u0646 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u0645\u0646 \u0625\u062c\u0631\u0627\u0621 \u0627\u0633\u062a\u0639\u0644\u0627\u0645\u0627\u062a \u0639\u0644\u0649 \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0628\u0627\u0634\u0631\u0629 \u0648\u0645\u062d\u062f\u062b\u0629 \u0628\u0627\u0633\u062a\u0645\u0631\u0627\u0631 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 SQL \u0627\u0644\u0642\u064a\u0627\u0633\u064a. \u0635\u064f\u0645\u0645 \u0627\u0644\u0646\u0638\u0627\u0645 \u0644\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0623\u062d\u0645\u0627\u0644 \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u062a\u064a \u062a\u062a\u0637\u0644\u0628 \u0632\u0645\u0646 \u0648\u0635\u0648\u0644 \u0645\u0646\u062e\u0641\u0636\u064b\u0627 \u0648\u062a\u0632\u0627\u0645\u0646\u064b\u0627 \u0639\u0627\u0644\u064a\u064b\u0627. \u0647\u0630\u0627 \u064a\u062c\u0639\u0644\u0647 \u0645\u0646\u0627\u0633\u0628\u064b\u0627 \u062a\u0645\u0627\u0645\u064b\u0627 \u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0645\u062b\u0644 \u0644\u0648\u062d\u0627\u062a \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u0641\u0648\u0631\u064a\u0629\u060c \u0648\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u062a\u0646\u0628\u064a\u0647 \u0627\u0644\u062a\u064a \u062a\u062a\u0641\u0627\u0639\u0644 \u0645\u0639 \u062a\u063a\u064a\u064a\u0631\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0641\u0648\u0631\u064a\u0629\u060c \u0648\u0623\u0646\u0627\u0628\u064a\u0628 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0627\u0644\u062a\u064a \u062a\u062a\u0637\u0644\u0628 \u0645\u064a\u0632\u0627\u062a \u0645\u062d\u062f\u062b\u0629.<\/p>\n
\u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u0648\u0641\u064a\u0631 \u0648\u0627\u062c\u0647\u0629 SQL \u0645\u0623\u0644\u0648\u0641\u0629 \u0644\u0644\u062a\u0641\u0627\u0639\u0644 \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u062f\u0641\u0642\u0629\u060c \u064a\u0647\u062f\u0641 Materialize \u0625\u0644\u0649 \u062a\u0628\u0633\u064a\u0637 \u062a\u0637\u0648\u064a\u0631 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0648\u0627\u0644\u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0627\u0644\u0641\u0648\u0631\u064a\u0629. \u0635\u064f\u0645\u0645\u062a \u0628\u0646\u064a\u062a\u0647 \u0644\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0623\u062f\u0627\u0621\u060c \u0645\u0645\u0627 \u064a\u0633\u0645\u062d \u0628\u0627\u0644\u0627\u0633\u062a\u0639\u0644\u0627\u0645 \u0639\u0646 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062f\u064a\u0646\u0627\u0645\u064a\u0643\u064a\u0629 \u0648\u0645\u0639\u0627\u0644\u062c\u062a\u0647\u0627 \u0628\u0633\u0631\u0639\u0629.<\/p>\n
![\"\"](\"https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/04\/Hazelcast-300x62.png\")
<\/p>\n
\u062a\u0642\u062f\u0645 Hazelcast \u0645\u0646\u0635\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u062a\u062f\u0641\u0642 \u0622\u0646\u064a\u0629 \u062a\u0633\u062a\u0641\u064a\u062f \u0645\u0646 \u0642\u062f\u0631\u0627\u062a\u0647\u0627 \u0641\u064a \u0627\u0644\u062d\u0648\u0633\u0628\u0629 \u062f\u0627\u062e\u0644 \u0627\u0644\u0630\u0627\u0643\u0631\u0629. \u0635\u064f\u0645\u0645\u062a \u0647\u0630\u0647 \u0627\u0644\u0645\u0646\u0635\u0629 \u0644\u062a\u0633\u0647\u064a\u0644 \u062a\u0637\u0648\u064a\u0631 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0648\u0633\u0639 \u0648\u0630\u0627\u062a \u062d\u0627\u0644\u0629 \u062b\u0627\u0628\u062a\u0629 \u0645\u0639 \u0632\u0645\u0646 \u0648\u0635\u0648\u0644 \u0645\u0646\u062e\u0641\u0636. \u062a\u064f\u0633\u062a\u062e\u062f\u0645 \u0647\u0630\u0647 \u0627\u0644\u0645\u0646\u0635\u0629 \u0628\u0634\u0643\u0644 \u0634\u0627\u0626\u0639 \u0641\u064a \u0645\u062c\u0627\u0644\u0627\u062a \u0645\u062a\u0646\u0648\u0639\u0629\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u0623\u0646\u0638\u0645\u0629 \u0643\u0634\u0641 \u0627\u0644\u0627\u062d\u062a\u064a\u0627\u0644 \u0627\u0644\u062a\u064a \u062a\u062a\u0637\u0644\u0628 \u062a\u062d\u0644\u064a\u0644\u064b\u0627 \u0641\u0648\u0631\u064a\u064b\u0627\u060c \u0648\u0622\u0644\u064a\u0627\u062a \u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0645\u0624\u0642\u062a \u0644\u0644\u0648\u0635\u0648\u0644 \u0627\u0644\u0633\u0631\u064a\u0639 \u0625\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0648\u0645\u0646\u0635\u0627\u062a \u0627\u0644\u062a\u062f\u0627\u0648\u0644 \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u062a\u0631\u062f\u062f.<\/p>\n
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<\/p>","protected":false},"excerpt":{"rendered":"
The digital landscape is evolving at lightning speed, and real-time data stream processing technologies are becoming the backbone of modern enterprise intelligence. From financial services to healthcare and retail, businesses rely on real-time analytics to make faster, smarter decisions. But which companies are leading this transformation? In this article, we\u2019ll highlight some of the top […]<\/p>\n","protected":false},"author":7,"featured_media":31094,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"inline_featured_image":false,"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"default","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[8],"tags":[],"class_list":["post-31199","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai"],"acf":[],"yoast_head":"\n