PC Slower Than It Used to Be?
A free scan shows the junk files, broken settings and background clutter dragging Windows down - then fixes them in one click.Free scan · Windows 10 & 11Crashes, No Sound, or Screen Glitches?
Random freezes, missing sound and display glitches usually trace back to one bad driver. Find and replace yours safely.Free scan · under a minuteKubecost helps show who is paying for Kubernetes GPU capacity; GPU telemetry helps show whether that capacity is doing useful work. Together, cost allocation and activity data can reveal expensive workloads with low utilization, but neither GPU spend nor a high utilization reading alone proves that a workload is efficient.
What Kubecost can tell you about GPU costs
Kubecost’s open-source cost-allocation lineage is OpenCost, a vendor-neutral project originally developed and open-sourced by Kubecost. OpenCost measures and allocates infrastructure and container costs for monitoring, showback, and chargeback.
In OpenCost’s workload model, GPU cost is based on the greater of the requested and used GPU resources. Costs are calculated at the container level and can be rolled up by pod, namespace, label, cluster, or other dimensions. That gives teams a way to assign GPU spend to workloads and organizational owners even when utilization is less than the amount requested.
Three OpenCost metrics connect GPU capacity to cost and ownership:
#1 Best Overall
- Read Before You Buy — No Video Output: These adapters support charging and USB 2.0 data transfer, but cannot transmit video signals. Except for standard USB webcams (which use USB data only), they are not compatible with HDMI/DisplayPort cables, video-capable USB-C hubs, or docking stations with video output.
- Convert USB-A Ports to USB-C: Designed to connect USB-C earphones, cables, flash drives, card readers, and other USB-C accessories to standard USB-A ports. Plug-and-play with no drivers or software required.
- Aluminum Alloy Housing: Built with a sturdy aluminum alloy shell that aids in heat dissipation and protects against daily wear and scratches. Designed to maintain a stable and secure connection.
- Compact & Travel-Friendly: The ultra-compact design allows the adapter to stay plugged into your device without blocking adjacent ports or adding bulk, reducing wear and tear on your original USB ports.
- 12-Month Warranty: Backed by a 12-month manufacturer warranty for peace of mind. Designed to meet strict quality control standards for reliable everyday performance.
| Metric | What it represents | How to use it |
|---|---|---|
node_gpu_hourly_cost |
USD per hour per GPU at node level | Understand the hourly GPU cost associated with a node. |
node_gpu_count |
Available GPU count | See how many GPUs are available on a node. |
container_gpu_allocation |
GPU allocation over the last one minute, labeled by container, node, namespace, and pod | Connect allocated GPU resources to the workload and its location. |
These metrics support cost attribution; allocation is not a measure of GPU activity. A workload can be charged for GPU capacity it has requested or used without that allocation indicating how busy the GPU was during the same period.
Why GPU cost needs activity data
To judge whether allocated capacity is being put to work, pair cost allocation with hardware telemetry. NVIDIA’s Data Center GPU Manager (DCGM) and DCGM Exporter can provide signals such as engine activity, streaming multiprocessor (SM) activity, device-memory activity, PCIe traffic, and NVLink traffic. DCGM Exporter exposes GPU metrics to Prometheus and uses Kubernetes pod-resource information for attribution.
Rank #2
- 5-in-1 USB-C Hub: Experience comprehensive connectivity featuring a Power Delivery input, two USB-A 2.0 ports, a USB-A 3.0 port, and an HDMI port. (Note: The USB-C power delivery input port is only for connecting an external wall charger to power your laptop and cannot power peripheral devices.)
- 90W Pass-Through Charging: Achieve optimal charging with 90W pass-through power to your laptop, supported by a total input of 100W, with the hub reserving 10W for operational efficiency. (Note: Wall charger not included.)
- Quick Data Transfers: Accelerate your productivity with rapid data transfers using a high-speed 5Gbps USB 3.0 port and two 480Mbps USB 2.0 ports.
- 4K HDMI Display: Enhance your visual experience with a hub capable of delivering 4K resolution at 30Hz in both mirror and extend modes. Please note that this hub is compatible with MacBook (macOS 12 and newer), Windows 10 and 11, ChromeOS, and laptops equipped with DP Alt Mode and Power Delivery. Note: This device is not compatible with Linux.
- What You Get: Anker USB-C Hub (5-in-1, 4K HDMI), welcome guide, 18-month warranty, and our friendly customer service.
A typical telemetry stack has a collector, a time-series database, and a visualization layer. In practice, the cost view and telemetry view answer different questions: allocation associates dollars and GPU resources with workloads, while activity metrics describe what the hardware is doing. Attribution labels are important when comparing the two; without a reliable workload mapping, a device-level signal may not identify which team or pod should investigate it.
How to assess GPU efficiency across workloads
Compare cost, resource requests, activity, and workload output over matching time periods. A useful review includes:
Rank #3
- Sleek 7-in-1 USB-C Hub: Features an HDMI port, two USB-A 3.0 ports, and a USB-C data port, each providing 5Gbps transfer speeds. It also includes a USB-C PD input port for charging up to 100W and dual SD and TF card slots, all in a compact design.
- Flawless 4K@60Hz Video with HDMI: Delivers exceptional clarity and smoothness with its 4K@60Hz HDMI port, making it ideal for high-definition presentations and entertainment. (Note: Only the HDMI port supports video projection; the USB-C port is for data transfer only.)
- Double Up on Efficiency: The two USB-A 3.0 ports and a USB-C port support a fast 5Gbps data rate, significantly boosting your transfer speeds and improving productivity.
- Fast and Reliable 85W Charging: Offers high-capacity, speedy charging for laptops up to 85W, so you spend less time tethered to an outlet and more time being productive.
- What You Get: Anker USB-C Hub (7-in-1), welcome guide, 18-month warranty, and our friendly customer service.
- GPU cost by owner: group GPU spend by workload, namespace, team label, or another ownership dimension that your organization maintains.
- Requested versus used resources: look for a persistent gap that could indicate overprovisioning, while accounting for workload phases and scheduling needs.
- Low-activity intervals: identify when an allocated GPU has little observed activity, then check whether that interval is expected—for example, between workload phases—or represents stranded capacity.
- Throughput or business output: compare the work completed with the cost and GPU time. Activity is not the same as useful output.
These signals help distinguish several situations. A large request-to-use gap can point to overprovisioning; low activity while capacity remains assigned can suggest stranded capacity; and replicas placed unevenly across nodes can leave some GPUs busy while others are underused. A workload whose cost rises without a corresponding increase in output deserves investigation, but the metrics identify a question to examine rather than establish its cause.
How to interpret SM activity
SM activity is useful as one indicator of how occupied the GPU’s streaming multiprocessors are. NVIDIA’s DCGM profiling documentation states: “A value of 0.8 or greater is necessary, but not sufficient, for effective use of the GPU.” This is an SM-activity heuristic, not a guaranteed efficiency target: a high reading does not prove that application throughput or business output is good. NVIDIA DCGM profiling metrics
Rank #4
- Dual Converters, Infinite Potential：Includes 2× USB C male to USB A female adapters and 2× USB A male to USB C female adapters. Perfect for a wide range of uses—tablets with Bluetooth keyboards, expand USB ports on macbook, and more. Two different converters for all your daily needs
- Next-Level 10Gbps & 3A Charging: No more slow 480Mbps, this usb to usb c adapter has a transfer speed of up to 10Gbps, allowing you to do more transferring in less time. This usb adapter fits both USB A and USB C charger, supporting up to 3A fast charging
- Upgraded Exquisite Craftsmanship: With an aluminum alloy housing and metal connector, the usbc to usb adapter is extremely durable and sturdy. Rigorously tested to withstand more than 10,000 times of plugging and unplugging, ensuring long-lasting performance
- Broad Compatible: The usb c to usb adapter widely supports all USB C/ USB A devices like laptops, tablets, cellphones, car chargers, and phone chargers. Such as compatible with MacBook Pro/Air 2023/2022, Thunderbolt 4/3 Devices,Apple MagSafe Watch 9/8/7/SE/Ultra, iPad Pro 2022/2021, Samsung Galaxy S23/S20/S10, and iPhone 17/16/15 Pro. Plug and play
- Please Note: To reach 10Gbps speed, keep the cable under 3.3 ft. For USB A Male to USB C adapters, try flipping the USB C connector. USB C Male to USB A adapters support bidirectional 10Gbps transfer within 3.3 ft
DCGM interval metrics also do not identify a source line, CUDA kernel, or instruction. If cluster-level telemetry shows a workload worth diagnosing, use an application-level developer profiler to investigate where its GPU work is spent.
Independent reader supportYour contribution helps us test, update, and keep practical guides available for everyone.What an idle-GPU cost view can—and cannot—show
Cost allocation can show which workload or owner is associated with GPU spend. When combined with activity telemetry, it can help identify periods when costly GPU capacity appears to have low activity. That is a useful way to surface candidates for review, but it is not by itself proof that a GPU is wastefully idle: expected workload phases and the application’s output matter.
Best Value
- 5-in-1 Connectivity: Equipped with a 4K HDMI port, a 5 Gbps USB-C data port, two 5 Gbps USB-A ports, and a USB C 100W PD-IN port. Note: The USB C 100W PD-IN port supports only charging and does not support data transfer devices such as headphones or speakers.
- Powerful Pass-Through Charging: Supports up to 85W pass-through charging so you can power up your laptop while you use the hub. Note: Pass-through charging requires a charger (not included). Note: To achieve full power for iPad, we recommend using a 45W wall charger.
- Transfer Files in Seconds: Move files to and from your laptop at speeds of up to 5 Gbps via the USB-C and USB-A data ports. Note: The USB C 5Gbps Data port does not support video output.
- HD Display: Connect to the HDMI port to stream or mirror content to an external monitor in resolutions of up to 4K@30Hz. Note: The USB-C ports do not support video output.
- What You Get: Anker 332 USB-C Hub (5-in-1), welcome guide, our worry-free 18-month warranty, and friendly customer service.
For a meaningful comparison across teams or workloads, examine cost per GPU-hour, the request-to-use gap, time at low activity, workload throughput, and clarity of ownership. Compare telemetry coverage, sampling interval, and attribution labels as well; readings that do not cover the same time window or map cleanly to workloads can lead to misleading conclusions.
What a GPU efficiency improvement should mean
Define improvement in terms of the workload’s output and cost, not utilization alone. For example, a team can compare GPU cost and completed work before and after changing a request, replica placement, or workload configuration. Keep the comparison period and workload conditions comparable, and check that lower GPU use did not reduce throughput or service quality.
There is no universal savings percentage established by the metrics described here. Kubecost/OpenCost allocation and DCGM telemetry help teams find and measure their own opportunities; the result depends on workload behavior, GPU pricing, and operational requirements.
Quick Recap
Product prices and availability are accurate as of the date/time indicated and are subject to change. Any price and availability information displayed on Amazon at the time of purchase will apply.
Free tools Windows power users keep installed
One-click scans. No signup required.
