From e5b9a13f46ac1fb378d518fccfd482abd05bcf0d Mon Sep 17 00:00:00 2001 From: Eduardo Fraga Date: Sat, 22 Aug 2026 07:10:30 -0300 Subject: [PATCH] feat(content): add P99 and Tail Latency blog post (pt-br and en) --- .context/docs/README.md | 4 + config/_default/languages.en.toml | 3 + config/_default/languages.pt-br.toml | 3 + config/_default/params.toml | 2 +- content/en/blog/p99-tail-latency/cover.png | Bin 0 -> 67884 bytes content/en/blog/p99-tail-latency/index.md | 299 ++++++++++++++++++ content/pt-br/blog/p99-tail-latency/cover.png | Bin 0 -> 67884 bytes content/pt-br/blog/p99-tail-latency/index.md | 299 ++++++++++++++++++ static/img/blog/p99-tail-latency/cover.png | Bin 0 -> 67884 bytes .../blog/p99-tail-latency/generate_cover.py | 213 +++++++++++++ 10 files changed, 822 insertions(+), 1 deletion(-) create mode 100644 content/en/blog/p99-tail-latency/cover.png create mode 100644 content/en/blog/p99-tail-latency/index.md create mode 100644 content/pt-br/blog/p99-tail-latency/cover.png create mode 100644 content/pt-br/blog/p99-tail-latency/index.md create mode 100644 static/img/blog/p99-tail-latency/cover.png create mode 100644 static/img/blog/p99-tail-latency/generate_cover.py diff --git a/.context/docs/README.md b/.context/docs/README.md index e73bc93..2dbcb81 100644 --- a/.context/docs/README.md +++ b/.context/docs/README.md @@ -5,6 +5,8 @@ Welcome to the repository knowledge base. Start with the project overview, then **Blog Posts Reference** The following blog posts have been added to the documentation index: +- [Understanding P99 and Tail Latency](../../content/en/blog/p99-tail-latency/index.md) (en) — Why the mean lies and how to eliminate tail latency bottlenecks in production +- [P99 e Latência de Cauda (Tail Latency)](../../content/pt-br/blog/p99-tail-latency/index.md) (pt-br) — Por que a média engana e como mitigar gargalos de latência de cauda em produção - [Understanding RFC 10008: The HTTP QUERY Method](../../content/en/blog/rfc-10008-http-query.md) (en) — Standardizing HTTP QUERY as a safe and idempotent method with a body payload - [Entendendo a RFC 10008: O Método HTTP QUERY](../../content/pt-br/blog/rfc-10008-http-query.md) (pt-br) — Padronizando o método HTTP QUERY como uma alternativa segura e idempotente com payload no corpo - [Google SRE Principles: Evolution from Traditional Operations to Site Reliability Engineering](../../content/en/blog/google-sre-principles.md) (en) — Comprehensive overview of Google SRE principles from the SRE Book @@ -47,6 +49,8 @@ The following blog posts have been added to the documentation index: | Tooling & Productivity Guide | `tooling.md` | CLI scripts, IDE configs, automation workflows | ## Recent Blog Posts +- [Understanding P99 and Tail Latency](../../content/en/blog/p99-tail-latency/index.md) (en) — Why the mean lies and how to eliminate tail latency bottlenecks in production +- [P99 e Latência de Cauda (Tail Latency)](../../content/pt-br/blog/p99-tail-latency/index.md) (pt-br) — Por que a média engana e como mitigar gargalos de latência de cauda em produção - [Understanding RFC 10008: The HTTP QUERY Method](../../content/en/blog/rfc-10008-http-query.md) (en) — Standardizing HTTP QUERY as a safe and idempotent method with a body payload - [Entendendo a RFC 10008: O Método HTTP QUERY](../../content/pt-br/blog/rfc-10008-http-query.md) (pt-br) — Padronizando o método HTTP QUERY como uma alternativa segura e idempotente com payload no corpo - [Understanding Site Reliability Engineering: Google's SRE Philosophy and Practices](../../content/en/blog/understanding-sre-google-sre-philosophy-practices.md) (en) — Deep dive into Google SRE principles: error budgets, progressive rollouts, and the engineering-first culture diff --git a/config/_default/languages.en.toml b/config/_default/languages.en.toml index 087b9e2..da29f9f 100644 --- a/config/_default/languages.en.toml +++ b/config/_default/languages.en.toml @@ -13,6 +13,9 @@ title = "EF-TECH" description = "Cloud computing solutions" copyright = "EF-TECH" + [params.homepage] + showMoreLinkDest = "/en/blog/" + [params.author] name = "EF-TECH" image = "img/logo.png" diff --git a/config/_default/languages.pt-br.toml b/config/_default/languages.pt-br.toml index 0776f12..6b2700b 100644 --- a/config/_default/languages.pt-br.toml +++ b/config/_default/languages.pt-br.toml @@ -13,6 +13,9 @@ title = "EF-TECH" description = "Soluções em cloud computing" copyright = "EF-TECH" + [params.homepage] + showMoreLinkDest = "/pt-br/blog/" + [params.author] name = "EF-TECH" image = "img/logo.png" diff --git a/config/_default/params.toml b/config/_default/params.toml index f558e26..ac1f1bf 100644 --- a/config/_default/params.toml +++ b/config/_default/params.toml @@ -61,7 +61,7 @@ forgejoDefaultServer = "https://v11.next.forgejo.org" showRecent = true showRecentItems = 5 showMoreLink = true - 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Percentiles **are not mathematically composable**. You must always aggregate the raw bucket counts with `sum()` before passing them to `histogram_quantile()`. + +### Distributed Tracing with OpenTelemetry and Jaeger/Tempo + +Metrics alert you **that** P99 is degraded; Distributed Tracing tells you **why** it happened. + +With OpenTelemetry, every request carries a unique `TraceID`. Filtering traces that exceed your P99 threshold in tools like Grafana Tempo or Jaeger reveals the exact blocking span: + +``` +[Trace: a8f4b1] HTTP GET /api/v1/checkout ─────────────────────── Total: 1,240ms +├── [Span] Auth Middleware ─────────────────────── 12ms +├── [Span] SQL: SELECT user_profile ────────────── 8ms +├── [Span] HTTP POST https://api.payment.com ───── 1,180ms ⚠️ (P99 BOTTLENECK) +└── [Span] Emit Event to Kafka ─────────────────── 15ms +``` + +--- + +## 8. Architectural Strategies to Eliminate Tail Latency + +To tame P99 in high-throughput production systems, apply these proven engineering techniques: + +### 1. Defensive Timeouts and Deadline Propagation +Never execute an outbound network call without an explicit timeout. Propagate request deadlines (via gRPC metadata or HTTP `X-Request-Deadline` headers): if a request has a 500ms budget and 400ms have elapsed, downstream services should immediately abort rather than wasting CPU on a request that will ultimately time out. + +```go +// Go Example: Context with strict timeout +ctx, cancel := context.WithTimeout(context.Background(), 250*time.Millisecond) +defer cancel() + +req, err := http.NewRequestWithContext(ctx, http.MethodGet, "http://inventory-service/stock", nil) +if err != nil { + return err +} +``` + +### 2. Hedged Requests +Pioneered by Google: issue a primary request to replica A. If replica A has not responded within the expected P95 latency (e.g., after 40ms), spawn a second concurrent request to replica B and take the result of whichever finishes first. + +This neutralizes transiently stalled nodes without doubling system load for the vast majority of traffic. + +### 3. Circuit Breakers +Use circuit breakers (Envoy, Istio, Resilience4j, Sony/gobreaker) to quickly fast-fail calls to degraded downstream dependencies, returning fallback data instead of queuing requests into oblivion. + +```yaml +# Envoy / Istio DestinationRule: Circuit Breaking & Outlier Detection +apiVersion: networking.istio.io/v1alpha3 +kind: DestinationRule +metadata: + name: payment-service-circuit-breaker +spec: + host: payment-service + trafficPolicy: + connectionPool: + tcp: + maxConnections: 100 + http: + http1MaxPendingRequests: 10 + maxRequestsPerConnection: 10 + outlierDetection: + consecutive5xxErrors: 3 + interval: 10s + baseEjectionTime: 30s + maxEjectionPercent: 50 +``` + +### 4. Garbage Collection Tuning +- In Java, upgrade to modern low-latency concurrent collectors like **ZGC** (`-XX:+UseZGC`) or **Shenandoah**, which maintain sub-millisecond pause times even across hundreds of gigabytes of heap memory. +- In Go, configure the `GOMEMLIMIT` environment variable to stabilize GC behavior under burst memory allocation. + +### 5. Multi-Tier Caching and Connection Warmup +- Keep HTTP/TCP connection pools pre-warmed with active keep-alives to eliminate TLS handshake overhead from the P99 critical path. +- Utilize in-process local caches for high-frequency lookup data to avoid round trips to Redis or databases. + +### 6. Adaptive Concurrency Limits and Graceful Load Shedding +Instead of letting unbounded request queues build up, implement adaptive concurrency limits based on queuing theory (TCP Vegas / Little's Law). When P99 latency starts climbing, the service sheds non-critical traffic early (HTTP 429/503) to ensure high-priority requests complete within SLO. + +--- + +## Comparison Summary: Performance Metrics + +| Dimension | Arithmetic Mean | Median (P50) | 99th Percentile (P99) | +| :--- | :--- | :--- | :--- | +| **Outlier Sensitivity** | High (distorts the metric) | Zero (ignores extremes) | **Optimal** (isolates the tail) | +| **Ideal Usage** | Cost & aggregate volume | Typical user baseline | **SLA/SLO Assurance & Stability** | +| **Microservice Impact** | Conceals failures | Conceals degradation | **Predicts real user experience** | +| **Actionability** | Low | Medium | **High (pinpoints contention & bottlenecks)** | + +--- + +## Conclusion + +The reliability of a distributed system is not measured by its speed when conditions are perfect, but by its predictability and resilience when components degrade. + +Relying on the arithmetic mean is flying blind with a broken altimeter. By placing **P99** and tail latency analysis at the center of your observability dashboards and SLOs, you gain direct visibility into real user friction, catch resource bottlenecks before they trigger outages, and build systems that scale gracefully. + +--- + +At **EF-TECH**, we specialize in SRE, Observability, Kubernetes, and high-performance cloud architecture. We help engineering teams instrument advanced metrics, establish actionable SLOs, and eliminate tail latency bottlenecks across critical production systems. [Contact us](/en/contato/) to discuss how we can elevate your infrastructure. 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Percentis **não são aditivos**. A única forma correta é agregar os buckets brutos (`http_request_duration_seconds_bucket`) com `sum()` antes de aplicar a função `histogram_quantile()`. + +### Tracing Distribuído com OpenTelemetry e Jaeger/Tempo + +Métricas dizem **que** o P99 está alto; o Tracing Distribuído diz **por que** ele está alto. + +Com OpenTelemetry, cada requisição carrega um `TraceID`. Ao inspecionar os traces que ultrapassaram o limiar do P99 no Grafana Tempo ou Jaeger, você identifica visualmente qual *span* específico (ex: query SQL ou chamada gRPC externa) reteve a requisição: + +``` +[Trace: a8f4b1] HTTP GET /api/v1/checkout ─────────────────────── Total: 1.240ms +├── [Span] Auth Middleware ─────────────────────── 12ms +├── [Span] SQL: SELECT user_profile ────────────── 8ms +├── [Span] HTTP POST https://api.pagamento.com ─── 1.180ms ⚠️ (GARGALO P99) +└── [Span] Emit Event to Kafka ─────────────────── 15ms +``` + +--- + +## 8. Estratégias Arquiteturais para Mitigar a Latência de Cauda + +Para controlar o P99 em ambientes de produção de alta performance, adote as seguintes práticas recomendadas: + +### 1. Timeouts Defensivos e Propagação de Deadlines +Nunca faça uma chamada de rede sem timeout explícito. Utilize propagação de deadlines (como no gRPC ou via headers HTTP `X-Request-Deadline`): se a requisição original do usuário tem timeout de 500ms e 400ms já se passaram, os serviços downstream devem abortar imediatamente o processamento em vez de gastar recursos em vão. + +```go +// Exemplo em Go: Context com Timeout estrito +ctx, cancel := context.WithTimeout(context.Background(), 250*time.Millisecond) +defer cancel() + +req, err := http.NewRequestWithContext(ctx, http.MethodGet, "http://inventory-service/stock", nil) +if err != nil { + return err +} +``` + +### 2. Requisições Especulativas (*Hedged Requests*) +Técnica popularizada pelo Google: envie uma requisição primária para a réplica A. Se a réplica A não responder dentro do tempo esperado do P95 (por exemplo, após 50ms), dispare uma segunda requisição concorrente para a réplica B e use o resultado da que responder primeiro. + +Isso elimina o impacto de nós temporariamente degradados sem duplicar a carga na maioria das vezes. + +### 3. Circuit Breakers +Utilize Circuit Breakers (Envoy, Istio, Resilience4j, Sony/gobreaker) para interromper o envio de tráfego para dependências degradadas, retornando fallbacks rápidos em vez de enfileirar requisições até o timeout. + +```yaml +# Exemplo no Envoy / Istio: Circuit Breaking e Outlier Detection +apiVersion: networking.istio.io/v1alpha3 +kind: DestinationRule +metadata: + name: payment-service-circuit-breaker +spec: + host: payment-service + trafficPolicy: + connectionPool: + tcp: + maxConnections: 100 + http: + http1MaxPendingRequests: 10 + maxRequestsPerConnection: 10 + outlierDetection: + consecutive5xxErrors: 3 + interval: 10s + baseEjectionTime: 30s + maxEjectionPercent: 50 +``` + +### 4. Tuning de Garbage Collection +- No Java, migre para coletores de lixo concorrentes de ultrabaixa latência, como **ZGC** (`-XX:+UseZGC`) ou **Shenandoah**, que garantem pausas de GC sub-milissegundos mesmo com heaps de centenas de gigabytes. +- Em Go, utilize a variável `GOMEMLIMIT` (introduzida no Go 1.19) para evitar picos de GC sob pressão de memória. + +### 5. Caching Multi-camadas e Warmup de Conexões +- Mantenha pools de conexões HTTP/TCP aquecidos (*keep-alive* ativo) para evitar o handshake TLS no caminho crítico do P99. +- Implemente cache local em memória (in-process) para dados altamente consultados, reduzindo viagens de rede ao Redis ou banco de dados. + +### 6. Concurrency Limits e Shedding de Carga Gracioso +Em vez de permitir filas infinitas que degradam a latência de todos os usuários, adote algoritmos de *Adaptive Concurrency Limits* (como Little's Law / TCP Vegas). Quando o sistema detecta que a latência P99 começou a subir, ele descarta graciosamente requisições de baixa prioridade (HTTP 429 / 503) para preservar a estabilidade das requisições prioritárias. + +--- + +## Resumo Comparativo: Métricas de Performance + +| Dimensão | Média Aritmética | Mediana (P50) | Percentil 99 (P99) | +| :--- | :--- | :--- | :--- | +| **Sensibilidade a Outliers** | Alta (distorce o resultado) | Nula (ignora extremos) | **Excelente** (isola e foca na cauda) | +| **Uso Ideal** | Custos e volume agregado | Comportamento típico | **Garantia de SLA/SLO e Estabilidade** | +| **Impacto em Microsserviços** | Oculta falhas | Oculta degradação | **Prediz a experiência real do usuário** | +| **Acionabilidade** | Baixa | Média | **Alta (indica contenção e gargalos)** | + +--- + +## Conclusão + +A confiabilidade de um sistema distribuído não é medida pela sua velocidade quando tudo funciona perfeitamente, mas pela sua resiliência e previsibilidade nos momentos de estresse. + +Confiar na média aritmética é navegar com uma bússola descalibrada. Ao adotar o **P99** como métrica central nos seus painéis de observabilidade e SLOs, você passa a enxergar as reais dores dos seus usuários, identifica gargalos antes que virem incidentes de indisponibilidade e projeta sistemas verdadeiramente resilientes em escala. + +--- + +Na **EF-TECH**, somos especialistas em SRE, Observabilidade, Kubernetes e arquiteturas de alta performance em nuvem. Ajudamos sua equipe a instrumentar métricas avançadas, configurar SLOs realistas e eliminar gargalos de latência em sistemas de missão crítica. [Entre em contato conosco](/pt-br/contato/) e descubra como otimizar sua infraestrutura. 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"/System/Library/Fonts/Supplemental/SFNSMono-Bold.otf", + "/System/Library/Fonts/SFNS-Bold.otf", + "/Library/Fonts/Arial Bold.ttf", + "/usr/share/fonts/truetype/dejavu/DejaVuSansMono-Bold.ttf", + "/usr/share/fonts/truetype/ubuntu/UbuntuMono-B.ttf", + "/usr/share/fonts/truetype/liberation/LiberationMono-Bold.ttf", + ] + candidates += [ + "/System/Library/Fonts/Supplemental/SFNSMono-Regular.otf", + "/System/Library/Fonts/SFNS.ttf", + "/Library/Fonts/Arial.ttf", + "/usr/share/fonts/truetype/dejavu/DejaVuSansMono.ttf", + "/usr/share/fonts/truetype/ubuntu/UbuntuMono-R.ttf", + "/usr/share/fonts/truetype/liberation/LiberationMono.ttf", + ] + for path in candidates: + if os.path.exists(path): + return ImageFont.truetype(path, size) + return ImageFont.load_default() + + +def draw_card(draw: ImageDraw, x: int, y: int, w: int, h: int, title: str = "") -> None: + """Draw a modern dark card with title bar.""" + # Shadow + draw.rounded_rectangle( + [x + 4, y + 4, x + w + 4, y + h + 4], + radius=12, fill=(0, 0, 0, 80) + ) + # Body + draw.rounded_rectangle( + [x, y, x + w, y + h], radius=10, fill=(18, 24, 38) + ) + # Header bar + draw.rounded_rectangle( + [x, y, x + w, y + 38], radius=10, fill=(28, 36, 56) + ) + draw.rectangle([x, y + 28, x + w, y + 38], fill=(28, 36, 56)) + + # Traffic light dots + for cx, color in [(x + 18, (255, 95, 87)), (x + 40, (255, 189, 46)), (x + 62, (39, 201, 63))]: + draw.ellipse([cx, y + 13, cx + 12, y + 25], fill=color) + + if title: + font_title = find_font(13, bold=True) + draw.text((x + w // 2, y + 19), title, fill=(160, 175, 205), font=font_title, anchor="mm") + + +def create_featured_image(output_path: str) -> None: + """Create the 1200x630 OG image.""" + img = Image.new("RGBA", (WIDTH, HEIGHT), (11, 15, 25, 255)) + draw = ImageDraw.Draw(img) + + # Background gradient + top_color = (11, 15, 25) + bottom_color = (22, 32, 54) + for i in range(HEIGHT): + t = i / HEIGHT + r = int(top_color[0] + (bottom_color[0] - top_color[0]) * t) + g = int(top_color[1] + (bottom_color[1] - top_color[1]) * t) + b = int(top_color[2] + (bottom_color[2] - top_color[2]) * t) + draw.line([(0, i), (WIDTH, i)], fill=(r, g, b, 255)) + + # Grid dots + for x in range(0, WIDTH, 28): + for y in range(0, HEIGHT, 28): + draw.point((x, y), fill=(60, 80, 120, 50)) + + # Left Card: PromQL Query & Distribution Metrics + cw1, ch1 = 540, 360 + cx1, cy1 = 45, 35 + draw_card(draw, cx1, cy1, cw1, ch1, "prometheus-tail-latency — promql") + + font_code_bold = find_font(13, bold=True) + font_code = find_font(13) + font_val = find_font(13, bold=True) + + # PromQL code + py = cy1 + 52 + draw.text((cx1 + 20, py), "# PromQL: Cálculo de Latência P99", fill=(100, 120, 150), font=font_code) + py += 22 + draw.text((cx1 + 20, py), "histogram_quantile(0.99,", fill=(130, 180, 255), font=font_code_bold) + py += 20 + draw.text((cx1 + 40, py), "sum(rate(http_duration_bucket[5m]))", fill=(240, 240, 250), font=font_code) + py += 20 + draw.text((cx1 + 40, py), "by (le)", fill=(240, 240, 250), font=font_code) + py += 20 + draw.text((cx1 + 20, py), ")", fill=(130, 180, 255), font=font_code_bold) + py += 30 + + # Separator line + draw.line([(cx1 + 20, py), (cx1 + cw1 - 20, py)], fill=(40, 50, 75), width=1) + py += 15 + + # Visual Percentiles Bars + percentiles = [ + ("P50 (Mediana)", "45 ms", 0.15, (52, 199, 89)), # Green + ("P90", "120 ms", 0.35, (50, 173, 230)), # Blue + ("P95", "210 ms", 0.50, (255, 204, 0)), # Yellow + ("P99 (Tail)", "890 ms", 0.85, (255, 149, 0)), # Orange + ("P99.9 (Max)", "2.4 s", 1.00, (255, 59, 48)), # Red + ] + + for label, val, ratio, bar_color in percentiles: + draw.text((cx1 + 20, py), label, fill=(200, 210, 230), font=font_code) + draw.text((cx1 + 175, py), val, fill=bar_color, font=font_val) + + # Bar track + bx = cx1 + 245 + bw = 265 + bh = 12 + draw.rounded_rectangle([bx, py + 2, bx + bw, py + 2 + bh], radius=6, fill=(35, 45, 68)) + # Bar fill + fill_w = max(12, int(bw * ratio)) + draw.rounded_rectangle([bx, py + 2, bx + fill_w, py + 2 + bh], radius=6, fill=bar_color) + + py += 26 + + # Right Card: The Average Trap vs Reality + cw2, ch2 = 540, 360 + cx2, cy2 = 615, 35 + draw_card(draw, cx2, cy2, cw2, ch2, "por que a media engana.log") + + py2 = cy2 + 55 + font_bold_lg = find_font(16, bold=True) + font_body = find_font(14) + + draw.text((cx2 + 25, py2), "⚠️ A Armadilha da Média Aritmética", fill=(255, 204, 0), font=font_bold_lg) + py2 += 30 + + stats_lines = [ + ("Cenário:", "10.000 requisições / segundo"), + ("Média Geral:", "65 ms (Parece perfeito!)"), + ("P50 (50%):", "40 ms (Excelente experiência)"), + ("P99 (1% mais lento):", "890 ms (Experiência degradada)"), + ("Impacto em escala:", "100 req/s sofrem lentidão severa"), + ] + + for label, text in stats_lines: + draw.text((cx2 + 25, py2), label, fill=(140, 160, 195), font=font_body) + highlight = (255, 100, 100) if "P99" in label or "Impacto" in label else (230, 235, 250) + draw.text((cx2 + 185, py2), text, fill=highlight, font=font_code_bold) + py2 += 26 + + py2 += 12 + # Alert box inside right card + draw.rounded_rectangle([cx2 + 20, py2, cx2 + cw2 - 20, py2 + 70], radius=8, fill=(32, 42, 65)) + draw.text((cx2 + 35, py2 + 14), "💡 Em arquitetura de microsserviços:", fill=(100, 210, 255), font=font_code_bold) + draw.text((cx2 + 35, py2 + 38), "1 chamada do usuário toca 20+ serviços.", fill=(210, 220, 240), font=font_body) + draw.text((cx2 + 35, py2 + 54), "A probabilidade de atingir o P99 salta para ~18%!", fill=(255, 180, 100), font=font_code) + + # Big Title Section at the Bottom + title_font = find_font(38, bold=True) + draw.text((WIDTH // 2, 440), "P99 e Latência de Cauda (Tail Latency)", + fill=(255, 255, 255), font=title_font, anchor="mm") + + subtitle_font = find_font(20, bold=True) + draw.text((WIDTH // 2, 485), "Por que a média engana e como dominar a performance em sistemas distribuídos", + fill=(94, 180, 255), font=subtitle_font, anchor="mm") + + badge_font = find_font(14) + draw.text((WIDTH // 2, 525), "SRE · Observabilidade · Percentis · SLA/SLO · Microsserviços", + fill=(145, 165, 200), font=badge_font, anchor="mm") + + # EF-TECH branding + brand_font = find_font(15, bold=True) + draw.text((WIDTH - 45, HEIGHT - 25), "EF-TECH", fill=(120, 140, 180), font=brand_font, anchor="rs") + + # Save PNG + final = Image.new("RGB", (WIDTH, HEIGHT), (11, 15, 25)) + final.paste(img, mask=img.split()[3]) + final.save(output_path, "PNG") + print(f"Image saved to {output_path} ({WIDTH}x{HEIGHT})") + + +if __name__ == "__main__": + output = os.path.join(os.path.dirname(os.path.abspath(__file__)), "cover.png") + create_featured_image(output) + + # Also copy to content directories + root_dir = os.path.abspath(os.path.join(os.path.dirname(os.path.abspath(__file__)), "../../../../")) + pt_dir = os.path.join(root_dir, "content/pt-br/blog/p99-tail-latency") + en_dir = os.path.join(root_dir, "content/en/blog/p99-tail-latency") + + os.makedirs(pt_dir, exist_ok=True) + os.makedirs(en_dir, exist_ok=True) + + shutil.copyfile(output, os.path.join(pt_dir, "cover.png")) + shutil.copyfile(output, os.path.join(en_dir, "cover.png")) + print("Copied cover.png to pt-br and en content folders.")