Port pr 3901 to main with es version 9.1.5#3951

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ramanathan1504 wants to merge 10 commits intoapache:mainfrom

ramanathan1504:port-pr-3901-to-main

Commits on Oct 10, 2025

Bump elasticsearch-java to version 9.x #3663
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reverted back to elastic.version to 8.17.3 and add maven-toolchains-plugin configuration
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#3663 Update elastic.version to 9.1.3 and add maven-toolchains-plugin configuration
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fix conflict
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pom fix for conflict
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pom fix for conflict
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Remove redundant dependencies and changes

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#3901 Refactor LogstashIT.java by removing unused constants and methods; update pom.xml for dependency organization
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Update elastic.version to 9.1.5 in pom.xml
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Refactor pom.xml by improving comment formatting and updating elastic.version to 9.1.5
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