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[MLOps ์šด์˜ ๊ณ ๋„ํ™” - 6๋‹จ๊ณ„: GitOps ๊ณ ๋„ํ™” (Argo CDยทMetalLBยทApplicationSet)]

์ด ๊ธ€์—์„œ ๋‹ค๋ฃจ๋Š” ๊ฒƒ ArgoCD ApplicationSet์œผ๋กœ dev/prod ํ™˜๊ฒฝ์„ ๋‹จ์ผ ํ…œํ”Œ๋ฆฟ์œผ๋กœ ๊ด€๋ฆฌํ•˜๊ณ , MetalLB๋กœ ์˜จํ”„๋ ˆ๋ฏธ์Šค LoadBalancer๋ฅผ ๊ตฌ์„ฑํ•˜๋ฉฐ, App-of-Apps ํŒจํ„ด์œผ๋กœ ์ „์ฒด ํ”Œ๋žซํผ์„ ์„ ์–ธ์ ์œผ๋กœ ๋™๊ธฐํ™”ํ•˜๋Š” GitOps ๊ณ ๋„ํ™” ๊ณผ์ •์„ ๋‹ค๋ฃน๋‹ˆ๋‹ค. ์„ ์ˆ˜์ง€์‹ MLOps ์šด์˜ ๊ณ ๋„ํ™” 5๋‹จ๊ณ„: Airflow ์•ˆ์ •ํ™” & FastAPI HTTPS โ€” TLS ๋ณด์•ˆ๊ณผ ์Šค์ผ€์ค„๋Ÿฌ ์•ˆ์ •ํ™” ์ด ๋‹จ๊ณ„์—์„œ ํ•ด๊ฒฐํ•˜๋ ค๋Š” ๋ฌธ์ œ ํ™˜๊ฒฝ(dev/prod)์ด ๋Š˜์–ด๋‚ ์ˆ˜๋ก ArgoCD Application YAML์ด ์ค‘๋ณต๋˜๊ณ , ํ™˜๊ฒฝ ๊ฐ„ ์„ค์ • ๋“œ๋ฆฌํ”„ํŠธ๊ฐ€ ๋ฐœ์ƒํ•œ๋‹ค. ์˜จํ”„๋ ˆ๋ฏธ์Šค ํ™˜๊ฒฝ์—์„œ๋Š” ํด๋ผ์šฐ๋“œ ๋กœ๋“œ๋ฐธ๋Ÿฐ์„œ๊ฐ€ ์—†์–ด ์™ธ๋ถ€ ์ ‘๊ทผ์ด ์–ด๋ ต๋‹ค. ๊ฐœ๋ณ„ Application์„ ์ˆ˜๋™์œผ๋กœ ๊ด€๋ฆฌํ•˜๋ฉด ์ „์ฒด ํ”Œ๋žซํผ ์ƒํƒœ๋ฅผ ํ•œ๋ˆˆ์— ํŒŒ์•…ํ•˜๊ธฐ ํž˜๋“ค๋‹ค. ...

August 27, 2025 ยท 3 min