A Guide to Optimising Costs in the Cloud
Open Source For You|October 2024
Keeping cloud costs optimal is essential for the financial health of any enterprise. However, organisations encounter quite a few challenges when they migrate from on-premises data centres to the cloud using a lift-and-shift strategy. The Google Cloud Platform (GCP) helps to mitigate these challenges and optimise costs.
Lokesh Chenta
A Guide to Optimising Costs in the Cloud

Organisations of all sizes have started moving to the cloud. There is no longer a question of ‘if’ an enterprise will move to the cloud; it’s only a matter of ‘when’. However, for most enterprises, the journey from on-premises data centres to the cloud is a Herculean task. One unwritten rule is that cloud migration should be seamless and invisible to end users. Additional challenges are a learning curve for the whole organisation, and migration to be completed within a defined timeline to avoid the dual costs of maintaining both on-premises data centres and the cloud infrastructure. Hence, most organisations follow the lift-and-shift approach (of replicating on-premises infra in the cloud) rather than trying to define all the infrastructure newly in the cloud. They also make some pragmatic choices and take decisions that prioritise ‘progress over perfection’.

Every infrastructure element and service usage in the cloud comes with an associated cost. When an enterprise migrates quickly to the cloud, and just tries to replicate on-premises infrastructure, cloud costs shoot higher than expected. Keeping cloud costs optimal is a recurring goal for most organisations, especially in the age of economic uncertainties and challenges. So, cloud migration is usually followed-up with a plan to optimise cloud costs by adopting the cloud-native approach.

In this article, we will look at various strategies that can be adopted to optimise cloud costs in the Google Cloud Platform (GCP).

Cost analysis

If you can’t measure it, you can’t improve it. — Peter Drucker

Esta historia es de la edición October 2024 de Open Source For You.

Comience su prueba gratuita de Magzter GOLD de 7 días para acceder a miles de historias premium seleccionadas y a más de 9,000 revistas y periódicos.

Esta historia es de la edición October 2024 de Open Source For You.

Comience su prueba gratuita de Magzter GOLD de 7 días para acceder a miles de historias premium seleccionadas y a más de 9,000 revistas y periódicos.

MÁS HISTORIAS DE OPEN SOURCE FOR YOUVer todo
Amazon Bedrock: A Boon for the Financial Services Industry
Open Source For You

Amazon Bedrock: A Boon for the Financial Services Industry

Amazon Bedrock is a fully managed service that provides access to foundation models from top AI providers, enabling organisations to build and scale generative AI applications. It is specifically designed to bring AI solutions to the financial sector. Let's explore all that it can do...

time-read
9 minutos  |
December 2024
Quantum-Safe VPNs: The Future of Secure Communication
Open Source For You

Quantum-Safe VPNs: The Future of Secure Communication

As quantum computing continues to advance, it poses a significant threat to traditional cryptographic algorithms that secure our digital communications. Virtual private networks (VPNs), which rely heavily on encryption, are particularly vulnerable. Quantum-safe VPNs utilise post-quantum cryptographic algorithms to protect against quantum attacks.

time-read
3 minutos  |
December 2024
Popular Open Source Toolkits for Quantum Machine Learning
Open Source For You

Popular Open Source Toolkits for Quantum Machine Learning

Quantum machine learning is becoming increasingly popular due to its ability to solve the complex problems of the AI age. Here are a few open source libraries and frameworks that help with quantum computations.

time-read
5 minutos  |
December 2024
Quantum Computing: Harnessing Open Source for Innovation and Accessibility
Open Source For You

Quantum Computing: Harnessing Open Source for Innovation and Accessibility

We explore how open source initiatives are shaping the future of quantum computing, making it more accessible and driving innovation through collaboration.

time-read
9 minutos  |
December 2024
How Quantum Computing Differs from Classical Computing
Open Source For You

How Quantum Computing Differs from Classical Computing

Despite being in its infancy, quantum computing has numerous potential applications in modelling, cybersecurity, AI/ML, and other fields. But how do quantum and classical computing compare with each other? Let's find out...

time-read
4 minutos  |
December 2024
From Bits to Qubits: The Growth Story of Quantum Computing
Open Source For You

From Bits to Qubits: The Growth Story of Quantum Computing

Quantum computing may still be in the early stages of evolution, but its potential impact on everyday life is significant. We delve into the key concepts behind it, the reasons for its rapid growth, and how global advancements are shaping its future.

time-read
10+ minutos  |
December 2024
Pytket: A Comprehensive Guide to Quantum Circuit Design
Open Source For You

Pytket: A Comprehensive Guide to Quantum Circuit Design

Pytket stands out as a powerful toolkit in the realm of quantum computing, offering a suite of features that cater to both researchers and industry practitioners. Its key strengths include optimisation, platform-agnostic support, flexible quantum circuit design and hybrid algorithm support. These features make Pytket a versatile tool for various quantum computing applications, from machine learning and cryptography to optimisation problems in industrial settings.

time-read
10+ minutos  |
December 2024
Cirq: The Open Source Framework for Programming Quantum Computers
Open Source For You

Cirq: The Open Source Framework for Programming Quantum Computers

Explore the key features, capabilities, and impact of Cirq, an open source quantum computing framework developed by Google, on the quantum programming landscape.

time-read
4 minutos  |
December 2024
The Role of Open Source in Accelerating Quantum AI
Open Source For You

The Role of Open Source in Accelerating Quantum AI

Here's an overview of how open source frameworks are being utilised to build quantum machine learning models, including quantum neural networks and quantum kernel methods. The challenges and future directions in the quantum AI landscape are also discussed.

time-read
7 minutos  |
December 2024
Quantum Machine Learning: An Overview
Open Source For You

Quantum Machine Learning: An Overview

Quantum machine learning (QML) is a burgeoning field at the intersection of quantum computing and artificial intelligence. In recent years, the integration of quantum mechanics with machine learning algorithms has sparked substantial interest among researchers and technologists alike. Here's a quick look at the essentials of creating quantum algorithms for AI models, their practical use cases on open source platforms, and best practices for implementing these advanced algorithms.

time-read
7 minutos  |
December 2024