C Programming with DSA Interview Questions in Bangalore

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A memory leak happens when dynamically allocated memory is never freed and the last pointer to it is lost, so the program keeps growing in memory use. Long running services and embedded systems eventually fail. Detect leaks with Valgrind memcheck, AddressSanitizer with LeakSanitizer or allocation tracking wrappers. Prevent them with clear ownership rules and a single cleanup path per function.

What is a heap and how does it implement a priority queue?

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A binary heap is a complete binary tree stored in an array where every parent is smaller than its children for a min heap, or larger for a max heap. For index i, children are at 2i + 1 and 2i + 2. Insert adds at the end and sifts up, and extracting the top swaps it with the last element and sifts down, both O(log n). Building a heap from an array takes O(n).

What is a hash table and how are collisions handled?

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A hash table maps keys to array slots using a hash function, giving O(1) average insert, search and delete. Collisions happen when two keys map to the same slot. Separate chaining stores a linked list per slot. Open addressing probes for another free slot using linear probing, quadratic probing or double hashing. Keep the load factor low and resize when it grows to maintain speed.

Write code to check whether the machine is little endian or big endian.

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Look at the first byte of a known integer. int isLittleEndian(void) { uint32_t x = 1; unsigned char *p = (unsigned char *)&x; return p[0] == 1; } // using a union union { uint32_t i; unsigned char c[4]; } u = { 1 }; int little = (u.c[0] == 1); x86 and most ARM systems are little endian; network byte order is big endian.

How do you write C code that other developers can maintain?

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Situation: I inherited a 3000 line C file with global variables everywhere. Task: make it safe to extend. Action: I split it into modules with clear headers, made helpers static, documented ownership of every allocated pointer, added unit tests with a small framework and followed a consistent style enforced by clang-format. Result: new features took half the time and code reviews became much faster.

Explain Kadane's algorithm.

Arrays and StringsMedium

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Kadane's algorithm finds the maximum sum contiguous subarray in O(n). It keeps the best sum ending at the current index: cur = max(a[i], cur + a[i]), and updates the global best with best = max(best, cur). If the running sum becomes worse than starting fresh, it starts a new subarray. Initialise with the first element to handle arrays where all numbers are negative.

How does Floyd's cycle detection algorithm work?

Linked ListsMedium

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Use a slow pointer moving one step and a fast pointer moving two steps. If the list has a cycle, the fast pointer eventually meets the slow one inside the loop; if fast reaches NULL, there is no cycle. To find the cycle start, reset one pointer to head and move both one step at a time; they meet at the start. It uses O(n) time and O(1) space.

What is a deque and how can it be implemented in C?

Stacks, Queues and HashingEasy

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A deque, or double ended queue, supports insertion and removal at both the front and the rear in O(1). In C it is commonly implemented as a circular array with front and rear indexes that wrap using modulo, or as a doubly linked list. It is the core of the sliding window maximum algorithm and can act as both a stack and a queue.

Use a tagged union to store either an int, a float or a string value.

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An enum tag tells which member is valid. typedef enum { T_INT, T_FLOAT, T_STR } Tag; typedef struct { Tag tag; union { int i; float f; const char *s; } v; } Value; void printValue(Value x) { switch (x.tag) { case T_INT: printf("%d\n", x.v.i); break; case T_FLOAT: printf("%f\n", x.v.f); break; case T_STR: printf("%s\n", x.v.s); break; } }

An interview asks for the minimum number of coins to make an amount. How do you approach it?

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Greedy fails for some coin sets, such as coins 1, 3, 4 with amount 6, where greedy gives three coins but two coins of 3 is optimal. Use DP: dp[0] = 0 and dp[x] = 1 + min over coins c of dp[x - c], filling from 1 to the amount. Time is O(amount times coins) and space O(amount). Report -1 if the amount cannot be formed.

Use qsort with a function pointer to sort an array of integers in descending order.

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Write a comparator that returns negative, zero or positive. int cmpDesc(const void *a, const void *b) { int x = *(const int *)a; int y = *(const int *)b; return (y > x) - (y < x); } int arr[] = {4, 1, 9, 3}; qsort(arr, 4, sizeof arr[0], cmpDesc); Returning y - x can overflow, so the comparison form is safer.

Freeing a linked list causes a crash. What is the common mistake?

Linked ListsMedium

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A common bug is freeing the current node and then reading current->next, which is a use-after-free. Save the next pointer first, then free the node, then move on. Also make sure no node is freed twice and that the caller's head pointer is set to NULL afterwards so it is not used again. Valgrind or AddressSanitizer points to the exact line.

How are graphs represented in C?

Trees and GraphsMedium

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An adjacency matrix is a V by V array where cell [u][v] marks an edge; it gives O(1) edge checks but uses O(V squared) memory, suiting dense graphs. An adjacency list stores for each vertex a list or dynamic array of neighbours, using O(V + E) memory, which suits sparse real world graphs like road or social networks. Weighted graphs store the weight with each edge.

What is a prefix sum array and why is it useful?

Arrays and StringsMedium

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A prefix sum array stores pre[i] = sum of elements from index 0 to i-1. Then the sum of any range from l to r is pre[r + 1] - pre[l] in O(1) after O(n) preprocessing. It is used for range sum queries, counting subarrays with a given sum together with a hash map, and 2D versions for matrix region sums.

Explain the memory layout of a C program.

C Basics, Data Types and OperatorsMedium

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From low to high address, a typical process has the text segment holding code, the initialised data segment for globals and statics with values, BSS for uninitialised or zero globals, the heap growing upward for malloc memory, and the stack growing downward for function frames and local variables. Knowing this helps explain stack overflow, memory leaks and where variables live.

A hash table becomes slow as more data is inserted. What is wrong?

Sorting, Searching and Dynamic ProgrammingHard

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The load factor has grown, so chains get long or open addressing probes become long, turning O(1) into nearly O(n). Another cause is a poor hash function clustering keys into few buckets. Fix it by resizing to roughly double capacity and rehashing when the load factor crosses a threshold, and by using a better hash function. Measure the longest chain to confirm.

A DP solution for a large grid uses too much memory. How can you reduce it?

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Many grid DPs only need the previous row to compute the current one, so replace the 2D table with two 1D arrays or even one array updated in place, cutting memory from O(rows times cols) to O(cols). For knapsack, iterate capacity backwards in a single array. If you also need to reconstruct the path, store compact choice bits or use Hirschberg's divide and conquer technique.

How would you detect if two linked lists intersect and find the intersection node?

Linked ListsMedium

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Two lists intersect if they share a node by address, not just value. Compute both lengths, advance the longer list by the difference, then move both together until the pointers are equal. A neat trick is to walk pointer a through list A then B, and pointer b through B then A; they meet at the intersection or both reach NULL. Both are O(m + n) time and O(1) space.

Your program sorts 1 crore integers in the range 0 to 999 and qsort is too slow. What would you do?

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With a small known range, use counting sort: count occurrences in an array of 1000 counters, then rewrite the array in order. It runs in O(n + k) time with only 1000 extra integers, far faster than O(n log n) comparison sorts. For larger ranges, radix sort on bytes works well. qsort also pays a function call per comparison through its comparator pointer.

Implement merge sort in C.

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Split, sort halves, merge with a temp buffer. void merge(int *a, int l, int m, int r, int *tmp) { int i = l, j = m + 1, k = l; while (i <= m && j <= r) tmp[k++] = (a[i] <= a[j]) ? a[i++] : a[j++]; while (i <= m) tmp[k++] = a[i++]; while (j <= r) tmp[k++] = a[j++]; for (k = l; k <= r; k++) a[k] = tmp[k]; } void mergeSort(int *a, int l, int r, int *tmp) { if (l >= r) return; int m = l + (r - l) / 2; mergeSort(a, l, m, tmp); mergeSort(a, m + 1, r, tmp); merge(a, l, m, r, tmp); }

Which gcc flags would you use to build and debug a C program safely?

C Basics, Data Types and OperatorsMedium

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A good development build is: gcc -std=c17 -Wall -Wextra -Wpedantic -g -O1 \ -fsanitize=address,undefined \ -o app main.c utils.c -Wall and -Wextra turn on useful warnings, -g adds debug symbols for gdb, and sanitizers catch memory errors and undefined behaviour at runtime. For release, drop sanitizers and use -O2.

What is the difference between a macro and an inline function?

C Basics, Data Types and OperatorsMedium

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A macro is plain text substitution by the preprocessor, with no type checking, and arguments may be evaluated more than once, so SQUARE(i++) misbehaves. An inline function is a real function with type checks and single evaluation of arguments, which the compiler may expand in place for speed. Prefer static inline functions and use macros only for things like conditional compilation.

What is the difference between break and continue in C?

C Basics, Data Types and OperatorsEasy

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break immediately exits the nearest enclosing loop or switch statement, and execution continues after it. continue skips the rest of the current loop iteration and moves to the next one; in a for loop the update expression still runs. In nested loops both affect only the innermost loop, so a flag or goto is needed to exit outer loops early.

Why is a dummy or sentinel node useful in linked list code?

Linked ListsMedium

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A dummy node placed before the real head removes special cases for an empty list or for inserting and deleting at the head, because every real node then has a previous node. Code for merging lists, removing elements and partitioning becomes shorter and less error prone. At the end, return dummy.next as the new head. It costs one extra node.

What is a function pointer and where is it used?

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A function pointer stores the address of a function, declared like int (*op)(int, int) = add;, and called with op(2, 3). It enables callbacks such as the comparator in qsort, dispatch tables replacing long switch statements, plugin interfaces and state machines in embedded code. Using typedef makes function pointer types much more readable.

Implement quicksort in C using Lomuto partition.

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Partition around the last element, then sort both sides. void swap(int *x, int *y) { int t = *x; *x = *y; *y = t; } int partition(int *a, int lo, int hi) { int pivot = a[hi], i = lo; for (int j = lo; j < hi; j++) if (a[j] < pivot) swap(&a[i++], &a[j]); swap(&a[i], &a[hi]); return i; } void quickSort(int *a, int lo, int hi) { if (lo < hi) { int p = partition(a, lo, hi); quickSort(a, lo, p - 1); quickSort(a, p + 1, hi); } }

What is a ring buffer and why is it common in embedded systems?

Stacks, Queues and HashingHard

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A ring buffer is a fixed-size circular queue in a static array. It needs no dynamic allocation, has O(1) operations and predictable memory, which suits microcontrollers. A single producer, such as a UART interrupt, writes at head while a single consumer, such as the main loop, reads at tail. With power of two sizes, index masking is cheap, and with one writer and one reader it can be lock free.

A program that writes logs with fprintf loses the last lines when it crashes. Why, and how do you fix it?

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stdio streams are buffered, so fprintf stores data in memory and writes it to disk only when the buffer fills, the file closes or fflush is called. A crash loses whatever is still in the buffer. Call fflush after important log lines, set line buffering with setvbuf(fp, NULL, _IOLBF, 0) or write critical messages to unbuffered stderr. For durability on disk, add fsync on POSIX systems.

What are bit fields in C?

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Bit fields let struct members use a specified number of bits, such as unsigned int ready : 1; unsigned int mode : 3;, which saves memory for flags. They are common in embedded code and protocol headers. However, bit ordering, padding and whether plain int bit fields are signed are implementation defined, so for portable hardware register or wire format access, explicit masks and shifts are safer.

Write a header guard and explain why it is needed.

C Basics, Data Types and OperatorsEasy

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A header guard stops a header from being included twice in one translation unit, which would cause redefinition errors. #ifndef MATH_UTILS_H #define MATH_UTILS_H int add(int a, int b); #endif Most compilers also support #pragma once, which is shorter but not part of the C standard.

What is a stack and where is it used?

Stacks, Queues and HashingEasy

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A stack is a last in, first out structure with push, pop and peek operations, all O(1). It is used for function call frames, undo features, expression evaluation, balanced bracket checking, backtracking and depth first search. In C you implement it with an array and a top index, or with a linked list when the size is not known in advance.

Why are self-balancing trees like AVL and red-black trees needed?

Trees and GraphsMedium

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A plain BST can degrade to a linked list with O(n) operations when data arrives in sorted order. AVL trees keep the height difference of subtrees at most one using rotations, giving faster lookups. Red-black trees use colour rules with looser balance, so inserts and deletes need fewer rotations. Both guarantee O(log n). Red-black trees are used in the Linux kernel, C++ std::map and Java TreeMap.

Allocate and free a dynamic 2D array of rows by cols in C.

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A single block is cache friendly and easy to free. int (*grid)[cols] = malloc(rows * sizeof *grid); if (!grid) return -1; grid[2][3] = 5; free(grid); // array of row pointers alternative int **m = malloc(rows * sizeof *m); for (int i = 0; i < rows; i++) m[i] = calloc(cols, sizeof **m); for (int i = 0; i < rows; i++) free(m[i]); free(m); The first form uses a variable length array type.

What is a linked list and how is it different from an array?

Linked ListsEasy

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A linked list is a chain of nodes where each node holds data and a pointer to the next node, allocated separately on the heap. Unlike an array, it grows easily and inserts or deletes in O(1) once you have the position, but it has O(n) access by index, extra memory per node for pointers and poor cache locality. Arrays win for random access and iteration speed.

You need to implement a queue using two stacks. How does it work and what is its cost?