In this article, we consider colorable variations of the Unit Disk Cover ({\it UDC}) problem as follows. {\it $k$-Colorable Discrete Unit Disk Cover ({\it $k$-CDUDC})}: Given a set $P$ of $n$ points, and a set $D$ of $m$ unit disks (of radius=1), both lying in the plane, and a parameter $k$, the objective is to compute a set $D'\subseteq D$ such that every point in $P$ is covered by at least one disk in $D'$ and there exists a function $χ:D'\rightarrow C$ that assigns colors to disks in $D'$ such that for any $d$ and $d'$ in $D'$ if $d\cap d'\neq\emptyset$, then $χ(d)\neqχ(d')$, where $C$ denotes a set containing $k$ distinct colors. For the {\it $k$-CDUDC} problem, our proposed algorithms approximate the number of colors used in the coloring if there exists a $k$-colorable cover. We first propose a 4-approximation algorithm in $O(m^{7k}n\log k)$ time for this problem and then show that the running time can be improved by a multiplicative factor of $m^k$, where a positive integer $k$ denotes the cardinality of a color-set. The previous best known result for the problem when $k=3$ is due to the recent work of Biedl et al., (2021), who proposed a 2-approximation algorithm in $O(m^{25}n)$ time. For $k=3$, our algorithm runs in $O(m^{18}n)$ time, faster than the previous best algorithm, but gives a 4-approximate result. We then generalize our approach to exhibit a $O((1+\lceil\frac{2}τ\rceil)^2)$-approximation algorithm in $O(m^{(\lfloor\frac{4π+8τ+τ^2}{\sqrt{12}}\rfloor)k}n\log k)$ time for a given $1 \leq τ\leq 2$. We also extend our algorithm to solve the {\it $k$-Colorable Line Segment Disk Cover ({\it $k$-CLSDC})} and {\it $k$-Colorable Rectangular Region Cover ({\it $k$-CRRC})} problems, in which instead of the set $P$ of $n$ points, we are given a set $S$ of $n$ line segments, and a rectangular region $\cal R$, respectively.