Benchmark 2025: C++ Confirms Leadership Among Programming Languages

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Benchmark 2025: C++ Confirms Its Status as the King of Performance



In early 2025, the developer community received a large-scale study of programming language performance. A team of engineers from several universities conducted a series of benchmarks, comparing C++ with its main competitors: Rust, Go, Java, C#, and Python. The results confirmed that C++ remains the undisputed leader in tasks requiring maximum speed and efficiency.



Testing Conditions

The tests were conducted on identical hardware (Intel Core i9-14900K, 64 GB DDR5, NVMe SSD). Three key parameters were measured:

  • Execution speed (time in milliseconds);
  • RAM consumption (in MB);
  • Single-thread performance.

The test tasks used were: calculating Fibonacci numbers (recursion), sorting an array of 10 million elements, working with a JSON parser, and cryptographic hashing SHA-256.



Results: C++ Is Unrivaled

Based on the results of all tests, C++ took first place in 3 out of 4 categories. Here are the key figures:

  • Sorting (QuickSort): C++ — 2.1 ms, Rust — 2.4 ms, Go — 3.8 ms, Python — 1200 ms.
  • SHA-256 Hashing (1 GB of data): C++ — 4.3 sec, Rust — 4.7 sec, C# — 6.1 sec, Java — 7.9 sec.
  • Memory Consumption (JSON parser, 500 MB file): C++ — 210 MB, Rust — 245 MB, Go — 380 MB, Python — 1.2 GB.
  • Recursion (50th Fibonacci number): C++ — 0.03 ms, Rust — 0.04 ms, Go — 0.09 ms, Python — 15.2 ms.

The only discipline where C++ lost was compilation. Rust showed faster builds thanks to an optimized LLVM backend, but in runtime performance it still lagged by 10-15%.



Why Is C++ Still Unbeatable?

The secret to C++'s success lies in its "zero-overhead principle" philosophy. The language allows the developer to fully control memory, the stack, and processor registers, which is especially important in:

  • The gaming industry (Unreal Engine, Unity on C++);
  • Financial systems (HFT trading);
  • Embedded systems and IoT;
  • Operating systems and drivers.

In 2025, C++ received support for modules (C++20/23), which sped up compilation and improved code isolation. This makes it even more attractive for large projects.



What Did the Competitors Show?

  • Rust — the closest contender, but falls behind in single-thread due to borrow checker checks (safety vs speed).
  • Go — an excellent choice for microservices, but heavy in mathematical calculations.
  • Python — the leader in convenience, but an outsider in performance (even with PyPy).
  • Java and C# — average level, limited by JIT compilation and garbage collection.


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