{"id":240,"date":"2026-05-15T06:04:10","date_gmt":"2026-05-14T22:04:10","guid":{"rendered":"https:\/\/junai.ai\/blog\/python-async-24\/"},"modified":"2026-05-17T07:31:31","modified_gmt":"2026-05-16T23:31:31","slug":"python-async-24","status":"publish","type":"post","link":"https:\/\/junai.ai\/blog\/python-async-24\/","title":{"rendered":"\ud30c\uc774\uc36c async\u00b7await \u2014 asyncio\u00b7\ub3d9\uc2dc \ud638\ucd9c (24\ud3b8)"},"content":{"rendered":"\n<!-- WordPress REST API \ubc1c\ud589\uc6a9 HTML (\uc790\ub3d9 \uc0dd\uc131) -->\n<!-- WP-FEATURED-MEDIA-ID: 603 -->\n<div style=\"max-width:800px;margin:0 auto;\">\n<style>\n\/* js-textbook \u2014 PostgreSQL \uad50\uc7ac \ub3d9\uc77c \ud314\ub808\ud2b8 *\/\n:root {\n  --color-primary: #336791;\n  --color-accent: #60a5fa;\n  --color-bg: #fafafa;\n  --color-bg-card: #ffffff;\n  --color-text: #1e293b;\n  --color-text-muted: #64748b;\n  --hero-start: #0f172a;\n  --hero-end: #336791;\n  --font-body: -apple-system, BlinkMacSystemFont, 'Apple SD Gothic Neo', 'Noto Sans KR', sans-serif;\n  --size-body: 17px;\n  --line-height: 1.75;\n}\n* { box-sizing: border-box; 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margin: 0; }\narticle { background: var(--color-bg-card); margin-top: -36px; padding: 44px 28px; border-radius: 14px; box-shadow: 0 2px 18px rgba(0,0,0,0.06); }\narticle p { margin: 0 0 18px; }\nh2 { font-size: 28px; line-height: 1.35; letter-spacing: -0.3px; margin: 48px 0 18px; padding-bottom: 10px; border-bottom: 2px solid var(--color-primary); }\nh2:first-of-type { margin-top: 8px; }\nh3 { font-size: 21px; line-height: 1.4; margin: 30px 0 12px; color: var(--color-primary); }\ncode { background: #f1f5f9; color: #0f172a; padding: 2px 6px; border-radius: 4px; font-family: 'SFMono-Regular', Menlo, Consolas, monospace; font-size: 0.92em; }\npre { background: #0f172a; color: #e2e8f0; padding: 18px 20px; border-radius: 10px; overflow-x: auto; font-size: 14.5px; line-height: 1.65; margin: 18px 0; }\npre code { background: transparent; color: inherit; padding: 0; }\nul, ol { margin: 0 0 18px; padding-left: 24px; }\nli { margin-bottom: 8px; }\nstrong { color: #0f172a; }\n.databox { background: #eff6ff; 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margin: 0 0 10px; }\n.cta p { margin: 0; color: #dbeafe; }\n.series-nav { background: #eff6ff; padding: 18px 22px; border-radius: 10px; margin-top: 24px; font-size: 14.5px; color: var(--color-text-muted); }\n.series-nav strong { color: var(--color-primary); }\n@media (max-width: 480px) {\n  .hero { padding: 52px 18px 44px; }\n  .hero h1 { font-size: 26px; }\n  .hero p.sub { font-size: 15px; }\n  article { padding: 28px 18px; border-radius: 10px; }\n  h2 { font-size: 22px; }\n  h3 { font-size: 18px; }\npre { font-size: 13px; padding: 14px 16px; }\n}\n@media (max-width: 560px) {\n  .tablewrap table, .tablewrap thead, .tablewrap tbody, .tablewrap tr, .tablewrap th, .tablewrap td { display: block; width: auto; }\n  .tablewrap thead { display: none; }\n  .tablewrap tr { margin: 0 0 14px; border: 1px solid #e2e8f0; border-radius: 10px; overflow: hidden; }\n  .tablewrap td { border: none; border-bottom: 1px solid #f1f5f9; padding: 9px 14px; }\n  .tablewrap td:first-child { background: #eff6ff; font-weight: 800; font-size: 15.5px; }\n  .tablewrap td:last-child { border-bottom: none; }\n  .tablewrap td[data-label]::before { content: attr(data-label) \" \u2014 \"; font-weight: 700; color: var(--color-primary); }\n}\n<\/style>\n<header class=\"hero\">\n  <span class=\"badge\">\ud30c\uc774\uc36c \uad50\uc7ac \u00b7 24\ud3b8 \/ 27\ud3b8<\/span>\n  <h1>\ud30c\uc774\uc36c async\u00b7await \u2014 asyncio<\/h1>\n  <p class=\"sub\">\uae30\ub2e4\ub9ac\ub294 \ub3d9\uc548 \ub2e4\ub978 \uc77c\uc744. 100\uac1c URL \ud638\ucd9c\uc774 1\ucd08 \uc548\uc5d0 \ub05d\ub098\ub294 \ube44\ubc00.<\/p>\n  <div class=\"meta\"><span>\uc2e4\uc804<\/span><span>\uc77d\ub294 \uc2dc\uac04 7\ubd84<\/span><span>2026-05-13<\/span><\/div>\n  <img decoding=\"async\" src=\"https:\/\/junai.ai\/blog\/wp-content\/uploads\/2026\/05\/hero-222.jpg\" alt=\"httpx \uc640 asyncio.gather \ub85c \uc5ec\ub7ec URL \uc744 \ub3d9\uc2dc\uc5d0 \ud638\ucd9c\ud558\ub294 \ucf54\ub4dc \ud654\uba74\">\n<\/header>\n\n<div class=\"container\">\n<article>\n\n<p>20\ud3b8\uc758 <code>requests<\/code> \ub85c URL 100\uac1c\ub97c \ud638\ucd9c\ud558\uba74 \ud55c \ubc88\uc5d0 \ud3c9\uade0 1\ucd08\uc529, \ucd1d 100\ucd08. \uadf8\ub7f0\ub370 \uc0ac\uc2e4 \ucef4\ud4e8\ud130\uac00 \uc77c\ud55c \uc2dc\uac04\uc740 0.1\ucd08\ub3c4 \uc548 \ub429\ub2c8\ub2e4 \u2014 99% \uac00 <strong>\uc11c\ubc84 \uc751\ub2f5\uc744 \uae30\ub2e4\ub9ac\ub294 \uc2dc\uac04<\/strong>\uc774\uac70\ub4e0\uc694. \ud55c \ubc88\uc5d0 \ud55c \uc904\uc529 \uc21c\uc11c\ub300\ub85c \uae30\ub2e4\ub9ac\ub294 \uac8c \ube44\ud6a8\uc728\uc778 \uac70\uc8e0. <strong>asyncio<\/strong> \uac00 \uc774\uac78 \ud574\uacb0\ud569\ub2c8\ub2e4 \u2014 \ud55c \uc694\uccad\uc774 \uae30\ub2e4\ub9ac\ub294 \ub3d9\uc548 \ub2e4\uc74c \uc694\uccad\uc744 \ubcf4\ub0b4\uace0, \uc751\ub2f5\uc774 \uc624\ub294 \ub300\ub85c \ucc98\ub9ac. 100\ucd08 \uc791\uc5c5\uc774 1-2\ucd08\ub85c \uc90d\ub2c8\ub2e4.<\/p>\n\n<p>24\ud3b8\uc744 \ub9c8\uce58\uba74 \u2460 <code>async def<\/code>\u00b7<code>await<\/code> \ubb38\ubc95 \u2461 <code>asyncio.gather<\/code> \ub85c \ub3d9\uc2dc \uc2e4\ud589 \u2462 <code>httpx<\/code> \uac19\uc740 async \ub77c\uc774\ube0c\ub7ec\ub9ac \u2463 \ub3d9\uc2dc\uc131 vs \ubcd1\ub82c\uc131 \u2464 \uc5b8\uc81c async \uac00 \ud6a8\uacfc \uc788\ub294\uc9c0 \u2014 5\uac00\uc9c0\uac00 \uc190\uc5d0 \uc775\uc2b5\ub2c8\ub2e4.<\/p>\n\n<h2>async \uc758 \uccab \ubaa8\uc2b5<\/h2>\n\n<pre><code>(.venv) $ pip install httpx\n\nimport asyncio\nimport httpx\n\nasync def fetch(url: str) -&gt; int:\n    async with httpx.AsyncClient(timeout=10) as client:\n        r = await client.get(url)\n        return r.status_code\n\nasync def main():\n    urls = [\"https:\/\/example.com\" for _ in range(5)]\n    # \uc21c\ucc28 \u2014 5\ucd08\n    # for u in urls: await fetch(u)\n    # \ub3d9\uc2dc \u2014 1\ucd08\n    results = await asyncio.gather(*(fetch(u) for u in urls))\n    print(results)   # [200, 200, 200, 200, 200]\n\nasyncio.run(main())<\/code><\/pre>\n\n<p>4\uac00\uc9c0 \ud0a4\uc6cc\ub4dc.<\/p>\n\n<ul>\n  <li><strong>async def<\/strong> \u2014 \uc774 \ud568\uc218\ub294 <em>\ucf54\ub8e8\ud2f4<\/em>(coroutine). \ud638\ucd9c\ud574\ub3c4 \uc989\uc2dc \uc548 \uc2e4\ud589, \ucf54\ub8e8\ud2f4 \uac1d\uccb4\ub9cc \ubc18\ud658<\/li>\n  <li><strong>await<\/strong> \u2014 &#8220;\uc774 \ucf54\ub8e8\ud2f4 \uacb0\uacfc\ub97c \uae30\ub2e4\ub9b0\ub2e4&#8221;. \uae30\ub2e4\ub9ac\ub294 \ub3d9\uc548 \ub2e4\ub978 \ucf54\ub8e8\ud2f4\uc774 \uc2e4\ud589\ub420 \uc218 \uc788\uac8c \uc591\ubcf4<\/li>\n  <li><strong>asyncio.gather<\/strong> \u2014 \uc5ec\ub7ec \ucf54\ub8e8\ud2f4\uc744 \ub3d9\uc2dc\uc5d0 \uc2dc\uc791, \ubaa8\ub450 \ub05d\ub098\uba74 \uacb0\uacfc \ub9ac\uc2a4\ud2b8<\/li>\n  <li><strong>asyncio.run<\/strong> \u2014 \uc77c\ubc18 \ucf54\ub4dc\uc5d0\uc11c async \ucf54\ub4dc\ub97c \uc2dc\uc791\ud558\ub294 \uc9c4\uc785\uc810<\/li>\n<\/ul>\n\n<h2>\ub3d9\uc2dc\uc131 vs \ubcd1\ub82c\uc131 \u2014 \ub2e4\ub978 \uac1c\ub150<\/h2>\n\n<div class=\"databox\">\n  <p><strong>\ud83d\udccc \uac19\uc740 \uc77c\uc744 \ube60\ub974\uac8c \ud558\ub294 \ub450 \ubc29\ubc95<\/strong><\/p>\n  <p>\u00b7 <strong>\ub3d9\uc2dc\uc131<\/strong>(concurrency, asyncio) \u2014 <em>&#8220;\ud55c \uc0ac\ub78c\uc774 \uc5ec\ub7ec \uc77c \ub3d9\uc2dc\uc5d0 \uc2e0\uacbd \uc4f0\uae30&#8221;<\/em>. CPU 1\uac1c\ub85c \ucda9\ubd84, IO \uac00 \ub9ce\uc740 \uc791\uc5c5(\uc6f9 \ud638\ucd9c\u00b7DB\u00b7\ud30c\uc77c)\uc5d0 \uc801\ud569. asyncio \uc758 \uc601\uc5ed<\/p>\n  <p>\u00b7 <strong>\ubcd1\ub82c\uc131<\/strong>(parallelism, multiprocessing) \u2014 <em>&#8220;\uc5ec\ub7ec \uc0ac\ub78c\uc774 \uc9c4\uc9dc \ub3d9\uc2dc\uc5d0 \uc77c\ud558\uae30&#8221;<\/em>. CPU \uc5ec\ub7ec \uac1c \ud544\uc694, \uacc4\uc0b0 \ubb34\uac70\uc6b4 \uc791\uc5c5(\uc774\ubbf8\uc9c0 \ucc98\ub9ac\u00b7\uba38\uc2e0\ub7ec\ub2dd)\uc5d0 \uc801\ud569. <code>multiprocessing<\/code> \uc758 \uc601\uc5ed<\/p>\n<\/div>\n\n<p>asyncio \uac00 100\ubc30 \ube68\ub77c\uc9c0\ub294 \uc774\uc720\ub294 <em>&#8220;\uae30\ub2e4\ub9ac\ub294 \uc2dc\uac04\uc774 \uae38\uc5b4\uc11c&#8221;<\/em>. 1\ucd08 \uac78\ub9ac\ub294 HTTP \ud638\ucd9c \uc911 99% \uac00 \uadf8\ub0e5 \uae30\ub2e4\ub9bc\uc774\ub77c \uadf8 \uc0ac\uc774\uc5d0 \ub2e4\ub978 \ud638\ucd9c\uc744 \ub07c\uc6cc\ub123\ub294 \uac83. CPU \uac00 \uc9c4\uc9dc \uc77c\ud558\ub294 \uc791\uc5c5(\uc608: \ud070 \ud589\ub82c \uacf1)\uc740 asyncio \ub85c \ube68\ub77c\uc9c0\uc9c0 \uc54a\uc2b5\ub2c8\ub2e4 \u2014 \uadf8\uac74 multiprocessing \ub610\ub294 NumPy.<\/p>\n\n<h2>async \ub77c\uc774\ube0c\ub7ec\ub9ac \u2014 \uc4f0\ub358 \ub77c\uc774\ube0c\ub7ec\ub9ac\uc758 \ud615\uc81c<\/h2>\n\n<pre><code># requests \u2192 httpx (\ub610\ub294 aiohttp)\nimport httpx\nasync with httpx.AsyncClient() as c:\n    r = await c.get(url)\n\n# sqlite3 \u2192 aiosqlite\nimport aiosqlite\nasync with aiosqlite.connect(\"db.sqlite\") as db:\n    async with db.execute(\"SELECT * FROM users\") as cur:\n        rows = await cur.fetchall()\n\n# open \u2192 aiofiles\nimport aiofiles\nasync with aiofiles.open(\"log.txt\") as f:\n    text = await f.read()\n\n# time.sleep \u2192 asyncio.sleep\nawait asyncio.sleep(2)<\/code><\/pre>\n\n<p><strong>\uac70\uc758 \ubaa8\ub4e0 \ub3d9\uae30 \ub77c\uc774\ube0c\ub7ec\ub9ac\uc5d0 async \uc9dd\uc774 \uc874\uc7ac<\/strong>\ud569\ub2c8\ub2e4. requests \uc758 async \uc9dd\uc740 httpx. async \ucf54\ub4dc \uc548\uc5d0\uc11c \ub3d9\uae30 \ud568\uc218(<code>time.sleep<\/code>\u00b7<code>requests.get<\/code>)\ub97c \ubd80\ub974\uba74 \uadf8 \ub3d9\uc548 \uc804\uccb4\uac00 \uba48\ucdb0\ubc84\ub824\uc694 \u2014 \uac19\uc740 \uadf8\ub8f9\uc758 async \ubc84\uc804\uc744 \uc368\uc57c \ud569\ub2c8\ub2e4.<\/p>\n\n<h2>\uc2e4\uc804 \ud328\ud134 \u2014 100\uac1c \ub3d9\uc2dc \ud638\ucd9c \uc548\uc804\ud310<\/h2>\n\n<pre><code>import asyncio, httpx\n\nasync def fetch(client: httpx.AsyncClient, url: str, sem: asyncio.Semaphore) -&gt; dict:\n    async with sem:                  # \ub3d9\uc2dc \uc2e4\ud589 \uc81c\ud55c (rate-limit)\n        try:\n            r = await client.get(url, timeout=10)\n            r.raise_for_status()\n            return {\"url\": url, \"status\": r.status_code, \"size\": len(r.content)}\n        except Exception as e:\n            return {\"url\": url, \"error\": str(e)}\n\nasync def main(urls: list[str]):\n    sem = asyncio.Semaphore(20)      # \ucd5c\ub300 20\uac1c \ub3d9\uc2dc\n    async with httpx.AsyncClient() as client:\n        tasks = [fetch(client, u, sem) for u in urls]\n        results = await asyncio.gather(*tasks, return_exceptions=False)\n    return results\n\nasyncio.run(main([\"https:\/\/example.com\"] * 100))<\/code><\/pre>\n\n<p><code>Semaphore<\/code> \uac00 <strong>\ub3d9\uc2dc \uc2e4\ud589 \uac1c\uc218\ub97c \uc81c\ud55c<\/strong> \u2014 1000\uac1c URL \uc744 \ud55c\uaebc\ubc88\uc5d0 \ub358\uc9c0\uba74 \ubcf8\uc778 \ub124\ud2b8\uc6cc\ud06c\ub3c4 \ub9c9\ud788\uace0 \uc0c1\ub300 \uc11c\ubc84\ub3c4 \ucc28\ub2e8\ub2f9\ud574\uc694. 20-50\uac1c\uac00 \uc548\uc804\ud55c \uae30\ubcf8\uac12.<\/p>\n\n<div class=\"warnbox\">\n  <strong>\u26a0\ufe0f async \ub294 \ub9cc\ub2a5\uc774 \uc544\ub2d9\ub2c8\ub2e4.<\/strong> \uc9e7\uc740 \uc2a4\ud06c\ub9bd\ud2b8\u00b7\ub2e8\uc77c \uc694\uccad\u00b7CPU \uacc4\uc0b0 \uc704\uc8fc \uc791\uc5c5\uc740 <code>requests<\/code>\u00b7\ub3d9\uae30 \ucf54\ub4dc\uac00 \ud6e8\uc52c \ub2e8\uc21c. \uac19\uc740 \ucf54\ub4dc\ub97c async \ub85c \ubc14\uafb8\ub294 \uac74 \ube44\uc6a9\uc774 \uc788\uc5b4\uc694(\uc804\ubd80 await \ucd94\uac00\u00b7async \ub77c\uc774\ube0c\ub7ec\ub9ac \uc0ac\uc6a9\u00b7\ub514\ubc84\uae45 \uc5b4\ub824\uc6c0). <strong>\uc5ec\ub7ec IO \ub97c \ub3d9\uc2dc\uc5d0 \ucc98\ub9ac\ud560 \ub54c\ub9cc<\/strong> \uac00\uce58\uac00 \uc788\uc2b5\ub2c8\ub2e4.\n<\/div>\n\n<p>\ub2e4\uc74c \ubbf8\uc158: \u2460 20\ud3b8\uc758 GitHub \uc0ac\uc6a9\uc790 5\uba85 \uc815\ubcf4\ub97c \uc21c\ucc28\/\ub3d9\uc2dc \ud638\ucd9c\ub85c \ube44\uad50 (\uc2dc\uac04 \uce21\uc815) \u2461 <code>asyncio.sleep<\/code> \uc73c\ub85c \uac00\uc9dc \uc791\uc5c5 \ub9cc\ub4e4\uc5b4 \ub3d9\uc791 \ud655\uc778 \u2462 Semaphore \ub85c \ub3d9\uc2dc 5\uac1c \uc81c\ud55c.<\/p>\n\n<div class=\"cta\">\n  <h3>\ub2e4\uc74c \ud3b8 \ubbf8\ub9ac\ubcf4\uae30<\/h3>\n  <p>25\ud3b8 \u2014 &#8220;pytest \uc0ac\uc6a9\ubc95&#8221;: \uc790\ub3d9 \ud14c\uc2a4\ud2b8 \uccab \ubc1c\uac78\uc74c. <code>assert<\/code>\u00b7fixture\u00b7\ub9e4\uac1c\ubcc0\uc218 \ud14c\uc2a4\ud2b8\ub85c \uc790\uc2e0\uac10 \uc788\uac8c \ub9ac\ud329\ud1a0\ub9c1.<\/p>\n<\/div>\n\n<div class=\"series-nav\">\n  <strong>\ud83d\udcda 27\ud3b8 \ud30c\uc774\uc36c \uad50\uc7ac \uc2dc\ub9ac\uc988 \u2014 24\/27\ud3b8<\/strong><br>\n  \u2190 23\ud3b8 &#8220;\uc6f9 \ud06c\ub864\ub9c1&#8221; \u00b7 \ub2e4\uc74c: 25\ud3b8 &#8220;pytest&#8221;\n<\/div>\n\n<\/article>\n<\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>async def\u00b7await\u00b7gather\u00b7httpx\u00b7\ub3d9\uc2dc\uc131 vs \ubcd1\ub82c\uc131. 27\ud3b8 \uad50\uc7ac 24\ud3b8.<\/p>\n","protected":false},"author":1,"featured_media":603,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[16],"tags":[],"class_list":["post-240","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-python"],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/junai.ai\/blog\/wp-json\/wp\/v2\/posts\/240","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/junai.ai\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/junai.ai\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/junai.ai\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/junai.ai\/blog\/wp-json\/wp\/v2\/comments?post=240"}],"version-history":[{"count":1,"href":"https:\/\/junai.ai\/blog\/wp-json\/wp\/v2\/posts\/240\/revisions"}],"predecessor-version":[{"id":630,"href":"https:\/\/junai.ai\/blog\/wp-json\/wp\/v2\/posts\/240\/revisions\/630"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/junai.ai\/blog\/wp-json\/wp\/v2\/media\/603"}],"wp:attachment":[{"href":"https:\/\/junai.ai\/blog\/wp-json\/wp\/v2\/media?parent=240"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/junai.ai\/blog\/wp-json\/wp\/v2\/categories?post=240"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/junai.ai\/blog\/wp-json\/wp\/v2\/tags?post=240"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}