Designing Low-Power Bluetooth LE Products

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Design
Lesson 1 – Power consumption essentials
4 Topics | 1 Quiz
A typical Bluetooth LE product architecture
Bluetooth LE communication methods
Electrical quantities
Exercise 1 – Estimating power budget
Lesson 1 quiz
Lesson 2 – Designing with a Nordic PMIC
7 Topics | 1 Quiz
PMIC overview
System management features with Nordic PMICs
System efficiency considerations
PMIC hardware integration
PMIC software integration
Getting started with Nordic PMICs
Exercise 1 – Powering nRF54L devices from a single AA/AAA battery
Lesson 2 quiz
Measure
Lesson 3 – Tools and best practices for power measurement
5 Topics | 1 Quiz
Current measurement fundamentals
Current measurement equipment: Capabilities, limitations, and best practices
Measurement setup validation and error mitigation
Exercise 1 – Setup verification using System OFF
Exercise 2 – Bluetooth LE advertising power profiling and data extrapolation
Lesson 3 quiz
Optimize
Lesson 4 – Bluetooth LE power optimization
4 Topics | 1 Quiz
Bluetooth LE advertising parameters and power consumption
Bluetooth LE connection parameters and power consumption
Exercise 1 – Optimizing power consumption during Bluetooth LE advertising
Exercise 2 – Optimizing power consumption in a Bluetooth LE connection
Lesson 4 quiz
Lesson 5 – SoC specific power optimization I
6 Topics | 1 Quiz
Clock sources
Peripherals
Memory retention and sleep modes
Exercise 1 – Estimating and measuring how clock sources affect power consumption
Exercise 2 – Comparing current consumption of peripherals from different power domains
Exercise 3 – Measuring the impact of RAM retention settings
Lesson 5 quiz
Lesson 6 – SoC specific power optimization II
6 Topics | 1 Quiz
GPIO interrupt types on the nRF54L Series
DPPI Distributed programmable peripheral interconnect
Direct Memory Access (EasyDMA)
Exercise 1 – Measuring sleep current with different GPIO interrupt types
Exercise 2 – Reducing CPU activity by connecting peripherals with DPPI
Exercise 3 – Reducing current consumption with EasyDMA
Lesson 6 quiz
Monitor
Lesson 7 – Remote monitoring of Bluetooth LE devices with nRF Cloud
8 Topics | 1 Quiz
Why remote observability matters for low-power Bluetooth LE devices
Key data points for Bluetooth LE connection stability and power efficiency
Integrating the Memfault SDK into a Bluetooth LE peripheral application
Fleet-wide analysis and debugging with nRF Cloud
Exercise 1 – Setting up the Memfault SDK on an nRF54L Series DK
Exercise 2 – Exploring the automatically collected Bluetooth LE metrics
Exercise 3 – Observing the impact of connection parameter changes on metrics
Exercise 4 – Invoking a firmware update over Bluetooth LE (OTA)
Lesson 7 quiz
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Integrating the Memfault SDK into a Bluetooth LE peripheral application

In this topic, we will walk through how to add the Memfault SDK to an nRF Connect SDK Bluetooth LE application. We will cover the key configuration options, how the Memfault Diagnostic Service fits into your application, and how diagnostic data is buffered and transmitted over the existing Bluetooth LE connection.

This topic covers the integration at a conceptual level. In the exercises that follow, we will go through the full setup step by step on the nRF54L15 DK.

Prerequisites

Before integrating the Memfault SDK, you need the following:

An nRF Connect SDK project with Bluetooth LE peripheral functionality. The exercises in this lesson build on the samples from Lesson 4, so any working peripheral application will serve as a starting point.

An nRF Cloud account with a project key. The project key identifies your project in the cloud and is compiled into your firmware. You will set this up in Exercise 1.

A smartphone with the nRF Connect Device Manager app installed. This app acts as the Bluetooth LE central that relays diagnostic data from the peripheral to nRF Cloud over HTTPS.

Enabling the Memfault SDK

The Memfault SDK is included in the nRF Connect SDK and can be enabled with a single Kconfig option in your prj.conf:

Copy
CONFIG_MEMFAULT=y
Kconfig

This enables the core Memfault subsystem, which includes metric collection, reboot tracking, and coredump capture. The nRF Connect SDK integration automatically enables the Memfault Diagnostic Service (MDS) when Bluetooth is active, so no additional configuration is needed to expose diagnostic data over Bluetooth LE.

There are several additional Kconfig options that are relevant for a Bluetooth LE peripheral application:

Copy
CONFIG_MEMFAULT_NCS_PROJECT_KEY="your-project-key-here"
Kconfig

This sets the project key that identifies your project in nRF Cloud. The project key is embedded in the firmware at compile time.

Copy
CONFIG_MEMFAULT_NCS_BT_METRICS=y
Kconfig

This enables the automatic collection of Bluetooth LE connection metrics from the nRF Connect SDK integration layer.

Copy
CONFIG_MEMFAULT_METRICS_BLUETOOTH=y
Kconfig

This enables the Memfault SDK’s built-in Bluetooth metric collection from the Zephyr Bluetooth stack. Together with CONFIG_MEMFAULT_NCS_BT_METRICS, this provides the full set of Bluetooth LE metrics covered in Topic 2: connection interval, latency, timeout, PHY, data length, RSSI, peer information, and disconnection counts. With both options enabled, the SDK registers its own callbacks and populates the metrics automatically, requiring no additional application code.

How the Memfault Diagnostic Service works

The Memfault Diagnostic Service (MDS) is a custom GATT service that the SDK registers when Bluetooth is enabled. It provides a mechanism for a connected central to read buffered diagnostic data from the peripheral.

The SDK collects data continuously during normal operation. Metrics are accumulated over a configurable heartbeat interval (by default, one hour). At the end of each heartbeat interval, the current metric values are serialized into a compact binary format and stored in a local buffer. Reboot events are captured automatically on each boot by inspecting the SoC reset reason register. Coredumps are captured when the system encounters a fault (such as a hard fault or an application assert) and stored to a dedicated region of flash or RAM, depending on your configuration.

When a central connects and subscribes to the MDS characteristics, the peripheral begins transmitting its buffered data in chunks. The chunk size is determined by the negotiated MTU, which ties back to the throughput optimization from Lesson 4. A larger MTU means fewer chunks and less radio time spent transmitting diagnostic data. The SDK handles the chunking and reassembly, so the application does not need to manage this.

The central collects the chunks and forwards them to nRF Cloud over HTTPS. Once the data reaches nRF Cloud, it is processed and made available in the dashboard. For testing purposes, the nRF Connect Device Manager app is available on iOS and Android for data forwarding on the central. In production, users can leverage the Memfault iOS and Android libraries to collect and forward data to nRF Cloud in their existing mobile or gateway applications.

Impact on power consumption

The Memfault SDK is designed for low-power devices and has negligible impact on CPU and power consumption. Data transmission only occurs when a central is already connected and subscribes to the MDS service. The diagnostic chunks share the existing Bluetooth LE connection, so there is no additional advertising or connection establishment cost. If no central connects, the data stays buffered on the device and consumes no radio power.

The main power cost is the additional radio time to transmit the diagnostic chunks during a connection. This depends on how much data has accumulated and the negotiated connection parameters. For a typical heartbeat with Bluetooth LE metrics (a few hundred bytes), the transmission adds a small number of connection events worth of radio activity. Over a one-hour heartbeat interval, this is negligible compared to the ongoing connection maintenance.

What happens when there is no connection

In many low-power applications, the peripheral is not continuously connected to a central. The device may advertise and connect only periodically, or the user may only open the companion app occasionally. The Memfault SDK handles this by buffering data locally. Metrics, reboot events, and coredumps are stored on the device until a central connects and retrieves them.

The buffer size is configurable through Kconfig. For devices with limited RAM, you can reduce the buffer size at the cost of potentially dropping older data if the buffer fills before a central connects. For devices with external flash (like the 8 MB flash on the nRF54L15 DK), coredumps can be stored to flash, preserving them across reboots.

Adding custom metrics

While the automatic Bluetooth LE metrics cover connection parameters and stability, you may want to track application-specific data points as well. For example, you might want to track sensor sampling counts, application-level error rates, or the number of times a specific feature is used.

Custom metrics are defined in a header file called memfault_metrics_heartbeat_config.def. Each metric is declared with a macro specifying its name and type:

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MEMFAULT_METRICS_KEY_DEFINE(my_sensor_sample_count, kMemfaultMetricType_Unsigned)
MEMFAULT_METRICS_KEY_DEFINE(my_error_count, kMemfaultMetricType_Unsigned)
C

In your application code, you update these metrics using the Memfault metrics API:

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#include "memfault/metrics/metrics.h"

// Increment a counter
memfault_metrics_heartbeat_add(MEMFAULT_METRICS_KEY(my_sensor_sample_count), 1);

// Set a value
memfault_metrics_heartbeat_set_unsigned(MEMFAULT_METRICS_KEY(my_error_count), error_count);
C

These custom metrics are included alongside the automatic Bluetooth LE metrics in each heartbeat and appear in the nRF Cloud dashboard on the same device timeline.

Summary

Integrating the Memfault SDK into an nRF Connect SDK Bluetooth LE application requires minimal configuration. Enabling CONFIG_MEMFAULT=y, CONFIG_MEMFAULT_NCS_BT_METRICS=y, and CONFIG_MEMFAULT_METRICS_BLUETOOTH=y gives you automatic collection of the key Bluetooth LE data points covered in the previous topic, with no additional application code needed for the core metrics. The diagnostic data is transmitted over the existing BLE connection through the Memfault Diagnostic Service, with minimal impact on power consumption.

In the exercises, we will go through this integration step by step on the nRF54L15 DK and verify that data arrives in the nRF Cloud dashboard.

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      Change summary

      What's new in the latest version

      General updates

      General updates

      •Support for nRF54LS05 DK (Available through the early access sampling program)
      •Support for the nRF54LM20B with Axon NPU for Edge AI applications
      Bluetooth LE updates

      Bluetooth LE updates

      •Quality of Service module is now production-ready.
      •New experimental features for RF testing (Direct Test Mode) and low-latency packet handling (LE Flushable ACL).
      MCUboot & Partition Manager

      MCUboot & Partition Manager

      •Single-Slot DFU and RAM Load mode are both promoted to fully supported
      •Partition Manager is officially deprecated in favor of Zephyr's devicetree-based partitioning.